Create a simple linear regression model that maps formation signals to end-of-life features.
Created: 4/18/2021
Author: Andrew Weng
import os, sys
if os.path.basename(os.getcwd()) == 'code':
os.chdir('../')
sys.path.append('code')
import numpy as np
import pandas as pd
from matplotlib.colors import ListedColormap, LinearSegmentedColormap
from matplotlib import cm, colors
from matplotlib import pyplot as plt
from scipy.stats import pearsonr
from scipy.stats import ttest_ind
from sklearn.linear_model import LinearRegression, ElasticNet, Ridge, Lasso
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler
from sklearn.pipeline import Pipeline
from itertools import product
import ipdb
from src.formation import FormationCell
from src.utils import get_label_registry
# Make sure user is in the right directory
assert os.path.basename(os.getcwd()) == 'project-formation'
pd.set_option('display.max_columns', 500)
pd.set_option('display.max_rows', 50)
def config_plots():
# Configure plot settings
plt.rc('font', **{'family' : 'sans-serif',
'sans-serif' : ['Arial'],
'size': 18
})
plt.rc('figure', **{'autolayout' : True,
'figsize' : (7, 5),
'facecolor' : 'white',
'dpi' : 150
})
plt.rc('xtick', labelsize='medium')
plt.rc('ytick', labelsize='medium')
plt.rc('axes', labelsize='medium', grid=False)
plt.rc('axes', titlesize='medium')
plt.rc('legend', fontsize='medium')
config_plots()
cmap = cm.get_cmap('Set1', 10)
# Formation types
CELL_BASE = 7
CELL_FAST = 33
COLOR_BASE = 'k'
COLOR_FAST = np.array([44, 121, 245])/255
COLOR_FAST_RT = 'b'
COLOR_FAST_HT = 'r'
LINESTYLE_BASE = ':'
LINESTYLE_FAST = '-'
# Pos/neg electrode colors
COLOR_POS = 'b'
COLOR_NEG = 'r'
COLOR_FULL_CELL = 'k'
COLOR_REF = (0.7, 0.7, 0.7)
NOMINAL_CAPACITY_AH = 2.36
CAPACITY_LIMITS_AH = (0.8, 2.4)
TARGET_RETENTION = 0.7
DATA_INPUT_PATH = 'output/correlation_data.csv';
assert os.path.isfile(DATA_INPUT_PATH), "Input data file is missing or is in the wrong directory."
df = pd.read_csv(DATA_INPUT_PATH)
df = df[df['cellid'] != 9] # tab weld issue cell; exclude from entire study
# A single cell had a blatantly unphysical voltage fitting result; exclude this
df['esoh_c3_Cn'][df['esoh_c3_Cn'] > 3] = np.nan
df['esoh_c3_CnCp'][df['esoh_c3_CnCp'] > 1.2] = np.nan
# Add total lithium consumed feature
df['form_total_lithium_consumed'] = df['form_first_charge_capacity_ah'] - df['form_final_discharge_capacity_ah']
# Cycle indices corresponding to RPTs, plus one at the beginning for "formation"
cyc_idx_rpt_arr = [1, 3, 56, 159, 262, 365]
# Separate room temp and hot
df_room = df[df['is_room_temp_aging'] == 0]
df_hot = df[df['is_room_temp_aging'] == 1]
df = df_room
# Here are the available features
for feature in sorted(df.columns):
print(feature)
Unnamed: 0 c20_dch_cap_at_c159_ah c20_dch_cap_at_c262_ah c20_dch_cap_at_c365_ah c20_dch_cap_at_c3_ah c20_dch_cap_at_c418_ah c20_dch_cap_at_c468_ah c20_dch_cap_at_c471_ah c20_dch_cap_at_c521_ah c20_dch_cap_at_c524_ah c20_dch_cap_at_c56_ah c20_dch_cap_at_c574_ah c20_dch_cap_at_c577_ah c20_dch_cap_at_c630_ah c20_minus_c3_dch_cap_at_c159_ah c20_minus_c3_dch_cap_at_c262_ah c20_minus_c3_dch_cap_at_c365_ah c20_minus_c3_dch_cap_at_c3_ah c20_minus_c3_dch_cap_at_c418_ah c20_minus_c3_dch_cap_at_c468_ah c20_minus_c3_dch_cap_at_c471_ah c20_minus_c3_dch_cap_at_c521_ah c20_minus_c3_dch_cap_at_c524_ah c20_minus_c3_dch_cap_at_c56_ah c20_minus_c3_dch_cap_at_c574_ah c20_minus_c3_dch_cap_at_c577_ah c20_minus_c3_dch_cap_at_c630_ah c20_over_c3_dch_cap_at_c159_ah c20_over_c3_dch_cap_at_c262_ah c20_over_c3_dch_cap_at_c365_ah c20_over_c3_dch_cap_at_c3_ah c20_over_c3_dch_cap_at_c418_ah c20_over_c3_dch_cap_at_c468_ah c20_over_c3_dch_cap_at_c471_ah c20_over_c3_dch_cap_at_c521_ah c20_over_c3_dch_cap_at_c524_ah c20_over_c3_dch_cap_at_c56_ah c20_over_c3_dch_cap_at_c574_ah c20_over_c3_dch_cap_at_c577_ah c20_over_c3_dch_cap_at_c630_ah c3_dch_cap_at_c158_ah c3_dch_cap_at_c261_ah c3_dch_cap_at_c2_ah c3_dch_cap_at_c364_ah c3_dch_cap_at_c417_ah c3_dch_cap_at_c467_ah c3_dch_cap_at_c470_ah c3_dch_cap_at_c520_ah c3_dch_cap_at_c523_ah c3_dch_cap_at_c55_ah c3_dch_cap_at_c573_ah c3_dch_cap_at_c576_ah c3_dch_cap_at_c629_ah cellid channel_number cycles_to_50_pct cycles_to_60_pct cycles_to_70_pct cycles_to_80_pct dcr_10s_0_soc_at_70_pct dcr_10s_0_soc_at_c100 dcr_10s_0_soc_at_c150 dcr_10s_0_soc_at_c159 dcr_10s_0_soc_at_c200 dcr_10s_0_soc_at_c250 dcr_10s_0_soc_at_c262 dcr_10s_0_soc_at_c3 dcr_10s_0_soc_at_c300 dcr_10s_0_soc_at_c350 dcr_10s_0_soc_at_c365 dcr_10s_0_soc_at_c400 dcr_10s_0_soc_at_c450 dcr_10s_0_soc_at_c50 dcr_10s_0_soc_at_c56 dcr_10s_100_soc_at_70_pct dcr_10s_100_soc_at_c100 dcr_10s_100_soc_at_c150 dcr_10s_100_soc_at_c159 dcr_10s_100_soc_at_c200 dcr_10s_100_soc_at_c250 dcr_10s_100_soc_at_c262 dcr_10s_100_soc_at_c3 dcr_10s_100_soc_at_c300 dcr_10s_100_soc_at_c350 dcr_10s_100_soc_at_c365 dcr_10s_100_soc_at_c400 dcr_10s_100_soc_at_c450 dcr_10s_100_soc_at_c50 dcr_10s_100_soc_at_c56 dcr_10s_10_soc_at_70_pct dcr_10s_10_soc_at_c100 dcr_10s_10_soc_at_c150 dcr_10s_10_soc_at_c159 dcr_10s_10_soc_at_c200 dcr_10s_10_soc_at_c250 dcr_10s_10_soc_at_c262 dcr_10s_10_soc_at_c3 dcr_10s_10_soc_at_c300 dcr_10s_10_soc_at_c350 dcr_10s_10_soc_at_c365 dcr_10s_10_soc_at_c400 dcr_10s_10_soc_at_c450 dcr_10s_10_soc_at_c50 dcr_10s_10_soc_at_c56 dcr_10s_15_soc_at_70_pct dcr_10s_15_soc_at_c100 dcr_10s_15_soc_at_c150 dcr_10s_15_soc_at_c159 dcr_10s_15_soc_at_c200 dcr_10s_15_soc_at_c250 dcr_10s_15_soc_at_c262 dcr_10s_15_soc_at_c3 dcr_10s_15_soc_at_c300 dcr_10s_15_soc_at_c350 dcr_10s_15_soc_at_c365 dcr_10s_15_soc_at_c400 dcr_10s_15_soc_at_c450 dcr_10s_15_soc_at_c50 dcr_10s_15_soc_at_c56 dcr_10s_20_soc_at_70_pct dcr_10s_20_soc_at_c100 dcr_10s_20_soc_at_c150 dcr_10s_20_soc_at_c159 dcr_10s_20_soc_at_c200 dcr_10s_20_soc_at_c250 dcr_10s_20_soc_at_c262 dcr_10s_20_soc_at_c3 dcr_10s_20_soc_at_c300 dcr_10s_20_soc_at_c350 dcr_10s_20_soc_at_c365 dcr_10s_20_soc_at_c400 dcr_10s_20_soc_at_c450 dcr_10s_20_soc_at_c50 dcr_10s_20_soc_at_c56 dcr_10s_30_soc_at_70_pct dcr_10s_30_soc_at_c100 dcr_10s_30_soc_at_c150 dcr_10s_30_soc_at_c159 dcr_10s_30_soc_at_c200 dcr_10s_30_soc_at_c250 dcr_10s_30_soc_at_c262 dcr_10s_30_soc_at_c3 dcr_10s_30_soc_at_c300 dcr_10s_30_soc_at_c350 dcr_10s_30_soc_at_c365 dcr_10s_30_soc_at_c400 dcr_10s_30_soc_at_c450 dcr_10s_30_soc_at_c50 dcr_10s_30_soc_at_c56 dcr_10s_50_soc_at_70_pct dcr_10s_50_soc_at_c100 dcr_10s_50_soc_at_c150 dcr_10s_50_soc_at_c159 dcr_10s_50_soc_at_c200 dcr_10s_50_soc_at_c250 dcr_10s_50_soc_at_c262 dcr_10s_50_soc_at_c3 dcr_10s_50_soc_at_c300 dcr_10s_50_soc_at_c350 dcr_10s_50_soc_at_c365 dcr_10s_50_soc_at_c400 dcr_10s_50_soc_at_c450 dcr_10s_50_soc_at_c50 dcr_10s_50_soc_at_c56 dcr_10s_5_soc_at_70_pct dcr_10s_5_soc_at_c100 dcr_10s_5_soc_at_c150 dcr_10s_5_soc_at_c159 dcr_10s_5_soc_at_c200 dcr_10s_5_soc_at_c250 dcr_10s_5_soc_at_c262 dcr_10s_5_soc_at_c3 dcr_10s_5_soc_at_c300 dcr_10s_5_soc_at_c350 dcr_10s_5_soc_at_c365 dcr_10s_5_soc_at_c400 dcr_10s_5_soc_at_c450 dcr_10s_5_soc_at_c50 dcr_10s_5_soc_at_c56 dcr_10s_70_soc_at_70_pct dcr_10s_70_soc_at_c100 dcr_10s_70_soc_at_c150 dcr_10s_70_soc_at_c159 dcr_10s_70_soc_at_c200 dcr_10s_70_soc_at_c250 dcr_10s_70_soc_at_c262 dcr_10s_70_soc_at_c3 dcr_10s_70_soc_at_c300 dcr_10s_70_soc_at_c350 dcr_10s_70_soc_at_c365 dcr_10s_70_soc_at_c400 dcr_10s_70_soc_at_c450 dcr_10s_70_soc_at_c50 dcr_10s_70_soc_at_c56 dcr_10s_7_soc_at_70_pct dcr_10s_7_soc_at_c100 dcr_10s_7_soc_at_c150 dcr_10s_7_soc_at_c159 dcr_10s_7_soc_at_c200 dcr_10s_7_soc_at_c250 dcr_10s_7_soc_at_c262 dcr_10s_7_soc_at_c3 dcr_10s_7_soc_at_c300 dcr_10s_7_soc_at_c350 dcr_10s_7_soc_at_c365 dcr_10s_7_soc_at_c400 dcr_10s_7_soc_at_c450 dcr_10s_7_soc_at_c50 dcr_10s_7_soc_at_c56 dcr_10s_90_soc_at_70_pct dcr_10s_90_soc_at_c100 dcr_10s_90_soc_at_c150 dcr_10s_90_soc_at_c159 dcr_10s_90_soc_at_c200 dcr_10s_90_soc_at_c250 dcr_10s_90_soc_at_c262 dcr_10s_90_soc_at_c3 dcr_10s_90_soc_at_c300 dcr_10s_90_soc_at_c350 dcr_10s_90_soc_at_c365 dcr_10s_90_soc_at_c400 dcr_10s_90_soc_at_c450 dcr_10s_90_soc_at_c50 dcr_10s_90_soc_at_c56 dcr_1s_0_soc_at_70_pct dcr_1s_0_soc_at_c100 dcr_1s_0_soc_at_c150 dcr_1s_0_soc_at_c159 dcr_1s_0_soc_at_c200 dcr_1s_0_soc_at_c250 dcr_1s_0_soc_at_c262 dcr_1s_0_soc_at_c3 dcr_1s_0_soc_at_c300 dcr_1s_0_soc_at_c350 dcr_1s_0_soc_at_c365 dcr_1s_0_soc_at_c400 dcr_1s_0_soc_at_c450 dcr_1s_0_soc_at_c50 dcr_1s_0_soc_at_c56 dcr_1s_100_soc_at_70_pct dcr_1s_100_soc_at_c100 dcr_1s_100_soc_at_c150 dcr_1s_100_soc_at_c159 dcr_1s_100_soc_at_c200 dcr_1s_100_soc_at_c250 dcr_1s_100_soc_at_c262 dcr_1s_100_soc_at_c3 dcr_1s_100_soc_at_c300 dcr_1s_100_soc_at_c350 dcr_1s_100_soc_at_c365 dcr_1s_100_soc_at_c400 dcr_1s_100_soc_at_c450 dcr_1s_100_soc_at_c50 dcr_1s_100_soc_at_c56 dcr_1s_10_soc_at_70_pct dcr_1s_10_soc_at_c100 dcr_1s_10_soc_at_c150 dcr_1s_10_soc_at_c159 dcr_1s_10_soc_at_c200 dcr_1s_10_soc_at_c250 dcr_1s_10_soc_at_c262 dcr_1s_10_soc_at_c3 dcr_1s_10_soc_at_c300 dcr_1s_10_soc_at_c350 dcr_1s_10_soc_at_c365 dcr_1s_10_soc_at_c400 dcr_1s_10_soc_at_c450 dcr_1s_10_soc_at_c50 dcr_1s_10_soc_at_c56 dcr_1s_15_soc_at_70_pct dcr_1s_15_soc_at_c100 dcr_1s_15_soc_at_c150 dcr_1s_15_soc_at_c159 dcr_1s_15_soc_at_c200 dcr_1s_15_soc_at_c250 dcr_1s_15_soc_at_c262 dcr_1s_15_soc_at_c3 dcr_1s_15_soc_at_c300 dcr_1s_15_soc_at_c350 dcr_1s_15_soc_at_c365 dcr_1s_15_soc_at_c400 dcr_1s_15_soc_at_c450 dcr_1s_15_soc_at_c50 dcr_1s_15_soc_at_c56 dcr_1s_20_soc_at_70_pct dcr_1s_20_soc_at_c100 dcr_1s_20_soc_at_c150 dcr_1s_20_soc_at_c159 dcr_1s_20_soc_at_c200 dcr_1s_20_soc_at_c250 dcr_1s_20_soc_at_c262 dcr_1s_20_soc_at_c3 dcr_1s_20_soc_at_c300 dcr_1s_20_soc_at_c350 dcr_1s_20_soc_at_c365 dcr_1s_20_soc_at_c400 dcr_1s_20_soc_at_c450 dcr_1s_20_soc_at_c50 dcr_1s_20_soc_at_c56 dcr_1s_30_soc_at_70_pct dcr_1s_30_soc_at_c100 dcr_1s_30_soc_at_c150 dcr_1s_30_soc_at_c159 dcr_1s_30_soc_at_c200 dcr_1s_30_soc_at_c250 dcr_1s_30_soc_at_c262 dcr_1s_30_soc_at_c3 dcr_1s_30_soc_at_c300 dcr_1s_30_soc_at_c350 dcr_1s_30_soc_at_c365 dcr_1s_30_soc_at_c400 dcr_1s_30_soc_at_c450 dcr_1s_30_soc_at_c50 dcr_1s_30_soc_at_c56 dcr_1s_50_soc_at_70_pct dcr_1s_50_soc_at_c100 dcr_1s_50_soc_at_c150 dcr_1s_50_soc_at_c159 dcr_1s_50_soc_at_c200 dcr_1s_50_soc_at_c250 dcr_1s_50_soc_at_c262 dcr_1s_50_soc_at_c3 dcr_1s_50_soc_at_c300 dcr_1s_50_soc_at_c350 dcr_1s_50_soc_at_c365 dcr_1s_50_soc_at_c400 dcr_1s_50_soc_at_c450 dcr_1s_50_soc_at_c50 dcr_1s_50_soc_at_c56 dcr_1s_5_soc_at_70_pct dcr_1s_5_soc_at_c100 dcr_1s_5_soc_at_c150 dcr_1s_5_soc_at_c159 dcr_1s_5_soc_at_c200 dcr_1s_5_soc_at_c250 dcr_1s_5_soc_at_c262 dcr_1s_5_soc_at_c3 dcr_1s_5_soc_at_c300 dcr_1s_5_soc_at_c350 dcr_1s_5_soc_at_c365 dcr_1s_5_soc_at_c400 dcr_1s_5_soc_at_c450 dcr_1s_5_soc_at_c50 dcr_1s_5_soc_at_c56 dcr_1s_70_soc_at_70_pct dcr_1s_70_soc_at_c100 dcr_1s_70_soc_at_c150 dcr_1s_70_soc_at_c159 dcr_1s_70_soc_at_c200 dcr_1s_70_soc_at_c250 dcr_1s_70_soc_at_c262 dcr_1s_70_soc_at_c3 dcr_1s_70_soc_at_c300 dcr_1s_70_soc_at_c350 dcr_1s_70_soc_at_c365 dcr_1s_70_soc_at_c400 dcr_1s_70_soc_at_c450 dcr_1s_70_soc_at_c50 dcr_1s_70_soc_at_c56 dcr_1s_7_soc_at_70_pct dcr_1s_7_soc_at_c100 dcr_1s_7_soc_at_c150 dcr_1s_7_soc_at_c159 dcr_1s_7_soc_at_c200 dcr_1s_7_soc_at_c250 dcr_1s_7_soc_at_c262 dcr_1s_7_soc_at_c3 dcr_1s_7_soc_at_c300 dcr_1s_7_soc_at_c350 dcr_1s_7_soc_at_c365 dcr_1s_7_soc_at_c400 dcr_1s_7_soc_at_c450 dcr_1s_7_soc_at_c50 dcr_1s_7_soc_at_c56 dcr_1s_90_soc_at_70_pct dcr_1s_90_soc_at_c100 dcr_1s_90_soc_at_c150 dcr_1s_90_soc_at_c159 dcr_1s_90_soc_at_c200 dcr_1s_90_soc_at_c250 dcr_1s_90_soc_at_c262 dcr_1s_90_soc_at_c3 dcr_1s_90_soc_at_c300 dcr_1s_90_soc_at_c350 dcr_1s_90_soc_at_c365 dcr_1s_90_soc_at_c400 dcr_1s_90_soc_at_c450 dcr_1s_90_soc_at_c50 dcr_1s_90_soc_at_c56 dcr_3s_0_soc_at_70_pct dcr_3s_0_soc_at_c100 dcr_3s_0_soc_at_c150 dcr_3s_0_soc_at_c159 dcr_3s_0_soc_at_c200 dcr_3s_0_soc_at_c250 dcr_3s_0_soc_at_c262 dcr_3s_0_soc_at_c3 dcr_3s_0_soc_at_c300 dcr_3s_0_soc_at_c350 dcr_3s_0_soc_at_c365 dcr_3s_0_soc_at_c400 dcr_3s_0_soc_at_c450 dcr_3s_0_soc_at_c50 dcr_3s_0_soc_at_c56 dcr_3s_100_soc_at_70_pct dcr_3s_100_soc_at_c100 dcr_3s_100_soc_at_c150 dcr_3s_100_soc_at_c159 dcr_3s_100_soc_at_c200 dcr_3s_100_soc_at_c250 dcr_3s_100_soc_at_c262 dcr_3s_100_soc_at_c3 dcr_3s_100_soc_at_c300 dcr_3s_100_soc_at_c350 dcr_3s_100_soc_at_c365 dcr_3s_100_soc_at_c400 dcr_3s_100_soc_at_c450 dcr_3s_100_soc_at_c50 dcr_3s_100_soc_at_c56 dcr_3s_10_soc_at_70_pct dcr_3s_10_soc_at_c100 dcr_3s_10_soc_at_c150 dcr_3s_10_soc_at_c159 dcr_3s_10_soc_at_c200 dcr_3s_10_soc_at_c250 dcr_3s_10_soc_at_c262 dcr_3s_10_soc_at_c3 dcr_3s_10_soc_at_c300 dcr_3s_10_soc_at_c350 dcr_3s_10_soc_at_c365 dcr_3s_10_soc_at_c400 dcr_3s_10_soc_at_c450 dcr_3s_10_soc_at_c50 dcr_3s_10_soc_at_c56 dcr_3s_15_soc_at_70_pct dcr_3s_15_soc_at_c100 dcr_3s_15_soc_at_c150 dcr_3s_15_soc_at_c159 dcr_3s_15_soc_at_c200 dcr_3s_15_soc_at_c250 dcr_3s_15_soc_at_c262 dcr_3s_15_soc_at_c3 dcr_3s_15_soc_at_c300 dcr_3s_15_soc_at_c350 dcr_3s_15_soc_at_c365 dcr_3s_15_soc_at_c400 dcr_3s_15_soc_at_c450 dcr_3s_15_soc_at_c50 dcr_3s_15_soc_at_c56 dcr_3s_20_soc_at_70_pct dcr_3s_20_soc_at_c100 dcr_3s_20_soc_at_c150 dcr_3s_20_soc_at_c159 dcr_3s_20_soc_at_c200 dcr_3s_20_soc_at_c250 dcr_3s_20_soc_at_c262 dcr_3s_20_soc_at_c3 dcr_3s_20_soc_at_c300 dcr_3s_20_soc_at_c350 dcr_3s_20_soc_at_c365 dcr_3s_20_soc_at_c400 dcr_3s_20_soc_at_c450 dcr_3s_20_soc_at_c50 dcr_3s_20_soc_at_c56 dcr_3s_30_soc_at_70_pct dcr_3s_30_soc_at_c100 dcr_3s_30_soc_at_c150 dcr_3s_30_soc_at_c159 dcr_3s_30_soc_at_c200 dcr_3s_30_soc_at_c250 dcr_3s_30_soc_at_c262 dcr_3s_30_soc_at_c3 dcr_3s_30_soc_at_c300 dcr_3s_30_soc_at_c350 dcr_3s_30_soc_at_c365 dcr_3s_30_soc_at_c400 dcr_3s_30_soc_at_c450 dcr_3s_30_soc_at_c50 dcr_3s_30_soc_at_c56 dcr_3s_50_soc_at_70_pct dcr_3s_50_soc_at_c100 dcr_3s_50_soc_at_c150 dcr_3s_50_soc_at_c159 dcr_3s_50_soc_at_c200 dcr_3s_50_soc_at_c250 dcr_3s_50_soc_at_c262 dcr_3s_50_soc_at_c3 dcr_3s_50_soc_at_c300 dcr_3s_50_soc_at_c350 dcr_3s_50_soc_at_c365 dcr_3s_50_soc_at_c400 dcr_3s_50_soc_at_c450 dcr_3s_50_soc_at_c50 dcr_3s_50_soc_at_c56 dcr_3s_5_soc_at_70_pct dcr_3s_5_soc_at_c100 dcr_3s_5_soc_at_c150 dcr_3s_5_soc_at_c159 dcr_3s_5_soc_at_c200 dcr_3s_5_soc_at_c250 dcr_3s_5_soc_at_c262 dcr_3s_5_soc_at_c3 dcr_3s_5_soc_at_c300 dcr_3s_5_soc_at_c350 dcr_3s_5_soc_at_c365 dcr_3s_5_soc_at_c400 dcr_3s_5_soc_at_c450 dcr_3s_5_soc_at_c50 dcr_3s_5_soc_at_c56 dcr_3s_70_soc_at_70_pct dcr_3s_70_soc_at_c100 dcr_3s_70_soc_at_c150 dcr_3s_70_soc_at_c159 dcr_3s_70_soc_at_c200 dcr_3s_70_soc_at_c250 dcr_3s_70_soc_at_c262 dcr_3s_70_soc_at_c3 dcr_3s_70_soc_at_c300 dcr_3s_70_soc_at_c350 dcr_3s_70_soc_at_c365 dcr_3s_70_soc_at_c400 dcr_3s_70_soc_at_c450 dcr_3s_70_soc_at_c50 dcr_3s_70_soc_at_c56 dcr_3s_7_soc_at_70_pct dcr_3s_7_soc_at_c100 dcr_3s_7_soc_at_c150 dcr_3s_7_soc_at_c159 dcr_3s_7_soc_at_c200 dcr_3s_7_soc_at_c250 dcr_3s_7_soc_at_c262 dcr_3s_7_soc_at_c3 dcr_3s_7_soc_at_c300 dcr_3s_7_soc_at_c350 dcr_3s_7_soc_at_c365 dcr_3s_7_soc_at_c400 dcr_3s_7_soc_at_c450 dcr_3s_7_soc_at_c50 dcr_3s_7_soc_at_c56 dcr_3s_90_soc_at_70_pct dcr_3s_90_soc_at_c100 dcr_3s_90_soc_at_c150 dcr_3s_90_soc_at_c159 dcr_3s_90_soc_at_c200 dcr_3s_90_soc_at_c250 dcr_3s_90_soc_at_c262 dcr_3s_90_soc_at_c3 dcr_3s_90_soc_at_c300 dcr_3s_90_soc_at_c350 dcr_3s_90_soc_at_c365 dcr_3s_90_soc_at_c400 dcr_3s_90_soc_at_c450 dcr_3s_90_soc_at_c50 dcr_3s_90_soc_at_c56 electrolyte_weight_g esoh_c159_C20_loss esoh_c159_Cn esoh_c159_CnCp esoh_c159_Cn_pf esoh_c159_Cp esoh_c159_LAM_NE esoh_c159_LAM_PE esoh_c159_LLI esoh_c159_Qcomp esoh_c159_Qfull esoh_c159_RMSE_mV esoh_c159_n_li esoh_c159_neg_excess esoh_c159_np_ratio esoh_c159_pos_excess esoh_c159_x0 esoh_c159_x100 esoh_c159_x100_pf esoh_c159_y0 esoh_c159_y100 esoh_c262_C20_loss esoh_c262_Cn esoh_c262_CnCp esoh_c262_Cn_pf esoh_c262_Cp esoh_c262_LAM_NE esoh_c262_LAM_PE esoh_c262_LLI esoh_c262_Qcomp esoh_c262_Qfull esoh_c262_RMSE_mV esoh_c262_n_li esoh_c262_neg_excess esoh_c262_np_ratio esoh_c262_pos_excess esoh_c262_x0 esoh_c262_x100 esoh_c262_x100_pf esoh_c262_y0 esoh_c262_y100 esoh_c365_C20_loss esoh_c365_Cn esoh_c365_CnCp esoh_c365_Cn_pf esoh_c365_Cp esoh_c365_LAM_NE esoh_c365_LAM_PE esoh_c365_LLI esoh_c365_Qcomp esoh_c365_Qfull esoh_c365_RMSE_mV esoh_c365_n_li esoh_c365_neg_excess esoh_c365_np_ratio esoh_c365_pos_excess esoh_c365_x0 esoh_c365_x100 esoh_c365_x100_pf esoh_c365_y0 esoh_c365_y100 esoh_c3_C20_loss esoh_c3_Cn esoh_c3_CnCp esoh_c3_Cn_pf esoh_c3_Cp esoh_c3_LAM_NE esoh_c3_LAM_PE esoh_c3_LLI esoh_c3_Qcomp esoh_c3_Qfull esoh_c3_RMSE_mV esoh_c3_n_li esoh_c3_neg_excess esoh_c3_np_ratio esoh_c3_pos_excess esoh_c3_x0 esoh_c3_x100 esoh_c3_x100_pf esoh_c3_y0 esoh_c3_y100 esoh_c56_C20_loss esoh_c56_Cn esoh_c56_CnCp esoh_c56_Cn_pf esoh_c56_Cp esoh_c56_LAM_NE esoh_c56_LAM_PE esoh_c56_LLI esoh_c56_Qcomp esoh_c56_Qfull esoh_c56_RMSE_mV esoh_c56_n_li esoh_c56_neg_excess esoh_c56_np_ratio esoh_c56_pos_excess esoh_c56_x0 esoh_c56_x100 esoh_c56_x100_pf esoh_c56_y0 esoh_c56_y100 form_6hr_rest_delta_voltage_v form_6hr_rest_delta_voltage_v_0_to_1_hr form_6hr_rest_delta_voltage_v_0_to_2_hr form_6hr_rest_delta_voltage_v_0_to_3_hr form_6hr_rest_delta_voltage_v_0_to_4_hr form_6hr_rest_delta_voltage_v_0_to_5_hr form_6hr_rest_delta_voltage_v_0_to_6_hr form_6hr_rest_delta_voltage_v_1_to_6_hr form_6hr_rest_delta_voltage_v_2_to_6_hr form_6hr_rest_delta_voltage_v_3_to_6_hr form_6hr_rest_delta_voltage_v_4_to_6_hr form_6hr_rest_delta_voltage_v_5_to_6_hr form_6hr_rest_mv_per_day_steady form_6hr_rest_mv_per_sec_initial form_6hr_rest_voltage_v form_c20_charge_qpp_ah form_c20_charge_right_peak_v_per_ah form_coulombic_efficiency form_final_discharge_capacity_ah form_first_charge_capacity_ah form_first_cv_hold_capacity_ah form_first_cycle_efficiency form_first_discharge_capacity_ah form_first_discharge_capacity_below_3p2v_ah form_first_discharge_rest_voltage_rebound_10s form_first_discharge_rest_voltage_rebound_1800s form_first_discharge_rest_voltage_rebound_1s form_last_charge_voltage_after_10s form_last_charge_voltage_after_1s form_last_charge_voltage_after_60s form_last_charge_voltage_trace_cap_ah form_last_charge_voltage_trace_voltage_v form_qc_minus_qd_ah form_total_lithium_consumed initial_capacity initial_capacity_std is_baseline_formation is_plating is_room_temp_aging retention_at_c100 retention_at_c150 retention_at_c159 retention_at_c200 retention_at_c250 retention_at_c262 retention_at_c3 retention_at_c300 retention_at_c350 retention_at_c365 retention_at_c400 retention_at_c450 retention_at_c50 retention_at_c56 rpt_c159_delta_v rpt_c262_delta_v rpt_c365_delta_v rpt_c3_delta_v rpt_c418_delta_v rpt_c468_delta_v rpt_c471_delta_v rpt_c521_delta_v rpt_c524_delta_v rpt_c56_delta_v rpt_c574_delta_v rpt_c577_delta_v rpt_c630_delta_v swelling_severity thickness_mm var_q_1c_c100_c10_ah var_q_1c_c100_c10_delta_q var_q_1c_c100_c10_voltage_v var_q_c20_c159_c3_ah var_q_c20_c159_c3_delta_q var_q_c20_c159_c3_voltage_v var_q_c20_c262_c3_ah var_q_c20_c262_c3_delta_q var_q_c20_c262_c3_voltage_v var_q_c20_c365_c3_ah var_q_c20_c365_c3_delta_q var_q_c20_c365_c3_voltage_v var_q_c20_c418_c3_ah var_q_c20_c418_c3_delta_q var_q_c20_c418_c3_voltage_v var_q_c20_c468_c3_ah var_q_c20_c468_c3_delta_q var_q_c20_c468_c3_voltage_v var_q_c20_c471_c3_ah var_q_c20_c471_c3_delta_q var_q_c20_c471_c3_voltage_v var_q_c20_c521_c3_ah var_q_c20_c521_c3_delta_q var_q_c20_c521_c3_voltage_v var_q_c20_c524_c3_ah var_q_c20_c524_c3_delta_q var_q_c20_c524_c3_voltage_v var_q_c20_c56_c3_ah var_q_c20_c56_c3_delta_q var_q_c20_c56_c3_voltage_v var_q_c20_c574_c3_ah var_q_c20_c574_c3_delta_q var_q_c20_c574_c3_voltage_v var_q_c20_c577_c3_ah var_q_c20_c577_c3_delta_q var_q_c20_c577_c3_voltage_v var_q_c20_c630_c3_ah var_q_c20_c630_c3_delta_q var_q_c20_c630_c3_voltage_v
<ipython-input-6-cf88799496d7>:6: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df['esoh_c3_Cn'][df['esoh_c3_Cn'] > 3] = np.nan <ipython-input-6-cf88799496d7>:7: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df['esoh_c3_CnCp'][df['esoh_c3_CnCp'] > 1.2] = np.nan
def build_model(X, y, model=None):
"""
Build univariate linear regression model with the given datapoints
Inputs:
X: inputs (n)
y: outputs
Returns a tuple holding the model and the correlation coefficient
"""
# Default to LinearRegression
model = model or LinearRegression()
# map function applies the function to all rows of X.T i.e. all columns of X
corrs = map(lambda x: pearsonr(x.flatten(), y.flatten())[0], X.T)
model.fit(X, y)
return (model, tuple(corrs))
# Test
X = df[["var_q_c20_c365_c3_ah", "var_q_c20_c56_c3_ah", "var_q_c20_c159_c3_ah"]].values
y = df['cycles_to_80_pct'].values
model, corrs = build_model(X,y)
print(corrs)
model.score(X,y)
(-0.8700643439079858, -0.5742942233893628, -0.515878958670716)
0.7759259567826146
def train_and_test_model(df, xvars, yvar,
to_plot=1, model=None, num_experiments=None,
log=False, square=False, sqrt=False):
"""
Train and test a univariate linear regression model with cross-validation
Args:
df is a Pandas DataFrame object
xvars is a list of strings (the feature names)
yvar is a string (the label name)
to_plot : make debug plots if true
Returns:
a dictionary holding model outputs
"""
# Fraction of samples reserved for model testing
# e.g. 0.2 means 20% of samples reserved. In the
# context of cross-validation, this would be
# equivalent to a 5-fold cross-validation. The
# cross-validation we end up doing is not exactly
# 5-fold cross-validation since we introduce random
# sampling and many many repeats
TEST_SIZE = 0.2
# Number of trials
num_experiments = num_experiments or 100
# Unpack and filter data
xvars = [xvars] if isinstance(xvars, str) else xvars
# Create a temporary df to filter NaNs only from the columns we use
xyvars = xvars + [yvar]
df_nonans = df[xyvars].dropna()
if log is True:
df_nonans = df_nonans.apply(lambda x: np.log(abs(x)))
if square is True:
df_nonans = df_nonans.apply(lambda x: x**2)
if sqrt is True:
df_nonans = df_nonans.apply(lambda x: np.sqrt(abs(x)))
X = df_nonans[xvars].values
y = df_nonans[yvar].values
percent_error_list = []
percent_error_train_list = []
r2_score_list = []
rmse_list = []
baseline_rmse_list = []
intercept_list = []
coef_list = []
corr_list = []
has_plotted = 0
for idx in range(num_experiments):
X_train, X_test, y_train, y_test = train_test_split(X, y,
test_size=TEST_SIZE)
# apply standard scaler (fit only on train, transform both train and test)
# keep originals for pltos
X_train_original = X_train
X_test_original = X_test
scaler = StandardScaler()
X_train = scaler.fit_transform(X_train)
X_test = scaler.transform(X_test)
(model, corr) = build_model(X_train, y_train, model)
y_pred_train = model.predict(X_train)
y_pred = model.predict(X_test)
y_train_mean = np.mean(y_train)
r2_score = model.score(X_test, y_test)
if log is True:
y_train = np.exp(y_train)
y_pred_train = np.exp(y_pred_train)
y_pred = np.exp(y_pred)
y_test = np.exp(y_test)
y_train_mean = np.exp(y_train_mean)
if square is True:
y_train = np.sqrt(y_train)
y_pred_train = np.sqrt(y_pred_train)
y_pred = np.sqrt(y_pred)
y_test = np.sqrt(y_test)
y_train_mean = np.sqrt(y_train_mean)
if sqrt is True:
y_train = (y_train)**2
y_pred_train = (y_pred_train)**2
y_pred = (y_pred)**2
y_test = (y_test)**2
y_train_mean = (y_train_mean)**2
rmse = np.sqrt(np.mean((y_pred - y_test)**2))
percent_error = np.mean(np.abs(y_pred - y_test)/y_test) * 100
baseline_rmse = np.sqrt(np.mean((y_train_mean - y_test)**2))
percent_error_train = np.mean(np.abs(y_pred_train - y_train)/y_train) * 100
rmse_list.append(rmse)
percent_error_list.append(percent_error)
percent_error_train_list.append(percent_error_train)
r2_score_list.append(r2_score)
baseline_rmse_list.append(baseline_rmse)
# intercept_list.append(model.intercept_)
# coef_list.append(model.coef_)
corr_list.append(corr)
# Give a visual into the cross-validation process
if to_plot and not has_plotted and X.shape[1] == 1:# and baseline_rmse < rmse:
# print(r2_score, rmse, baseline_rmse)
has_plotted = 1
x_fit = np.linspace(np.min(X), np.max(X), 100)
x_fit_trans = scaler.transform(x_fit.reshape(-1,1))
y_fit = model.predict(x_fit_trans)
if log is True:
y_fit = np.exp(y_fit)
if square is True:
y_fit = np.sqrt(y_fit)
if sqrt is True:
y_fit = y_fit ** 2
plt.plot(x_fit, y_fit, color=(0.3, 0.3, 0.3))
plt.plot(X_train_original, y_train, 'o', color='k')
plt.plot(X_test_original, y_test, 's', color='r')
for (this_x, this_y, this_ypred) in zip(X_test_original, y_test, y_pred):
plt.plot([this_x, this_x],
[this_y, this_ypred],
label='', color=(0.3, 0.3, 0.3))
plt.xlabel('x')
plt.ylabel('y')
plt.legend(['Model', 'Train', 'Test'])
plt.show()
# Package the output
final_model = model
# Column mean and column std of a list of tuples
# final_model.coef_ = np.array(list(map(np.mean, zip(*coef_list))))
# final_model.intercept_ = np.mean(intercept_list)
final_rmse = np.mean(rmse_list)
final_rmse_std = np.std(rmse_list)
final_baseline_rmse = np.mean(baseline_rmse_list)
final_baseline_rmse_std = np.std(baseline_rmse_list)
# Column mean and column std of a list of tuples
final_corr = tuple(map(np.mean, zip(*corr_list)))
final_corr_std = tuple(map(np.std, zip(*corr_list)))
final_percent_error = np.mean(percent_error_list)
final_percent_error_std = np.std(percent_error_list)
final_percent_error_train = np.mean(percent_error_train_list)
final_percent_error_train_std = np.std(percent_error_train_list)
# print(len(r2_score_list), sum(np.array(r2_score_list)>0))
final_r2_score = np.mean(r2_score_list)
final_r2_score_std = np.std(r2_score_list)
model_output_dict = dict()
model_output_dict['model'] = final_model
model_output_dict['rmse'] = final_rmse
model_output_dict['rmse_std'] = final_rmse_std
model_output_dict['baseline_rmse'] = final_baseline_rmse
model_output_dict['baseline_rmse_std'] = final_baseline_rmse_std
model_output_dict['corr'] = final_corr
model_output_dict['corr_std'] = final_corr_std
model_output_dict['percent_error'] = final_percent_error
model_output_dict['percent_error_std'] = final_percent_error_std
model_output_dict['percent_error_train'] = final_percent_error_train
model_output_dict['percent_error_train_std'] = final_percent_error_train_std
model_output_dict['r2_score'] = final_r2_score
model_output_dict['r2_score_std'] = final_r2_score_std
model_output_dict['r2_score_manual'] = 1 - final_rmse ** 2 / final_baseline_rmse ** 2
model_output_dict['features'] = tuple(xvars)
return model_output_dict
# Test
# one feature
# train_and_test_model(df,
# "var_q_c20_c365_c3_ah",
# 'cycles_to_80_pct',
# to_plot=1)
# train_and_test_model(df,
# "var_q_c20_c365_c3_ah",
# 'cycles_to_80_pct',
# to_plot=1,
# log=True)
# train_and_test_model(df,
# "var_q_c20_c365_c3_ah",
# 'cycles_to_80_pct',
# to_plot=1,
# square=True)
train_and_test_model(df,
"var_q_c20_c365_c3_ah",
'cycles_to_80_pct',
to_plot=1,
sqrt=True)
# multiple features
train_and_test_model(df,
["var_q_c20_c365_c3_ah", "var_q_c20_c56_c3_ah", "var_q_c20_c159_c3_ah"],
'cycles_to_80_pct',
to_plot=1,
model=ElasticNet())
{'model': ElasticNet(),
'rmse': 28.707285898079757,
'rmse_std': 14.571357879463825,
'baseline_rmse': 44.16226142683975,
'baseline_rmse_std': 12.763778137139825,
'corr': (-0.8800962628495023, -0.5886525571544494, -0.5335749381617668),
'corr_std': (0.03255387555305136, 0.10344920971893344, 0.14662483271268137),
'percent_error': 5.833642295025831,
'percent_error_std': 2.542647921041017,
'percent_error_train': 4.326650672546761,
'percent_error_train_std': 0.47853139937238787,
'r2_score': 0.05232628292970176,
'r2_score_std': 1.2672346874691283,
'r2_score_manual': 0.5774465417661756,
'features': ('var_q_c20_c365_c3_ah',
'var_q_c20_c56_c3_ah',
'var_q_c20_c159_c3_ah')}
# Set the y-variable (the output the model is trying to predict)
yvar80 = 'cycles_to_80_pct'
yvar70 = 'cycles_to_70_pct'
yvar60 = 'cycles_to_60_pct'
yvar50 = 'cycles_to_50_pct'
yvar = yvar80
# Gather a list of modeled results.
# Each element of the list holds all modeled results for a particular cycle
results_list = []
# First take care of the formation delta V signal, which only exists for the initial cycle
xvar = 'form_6hr_rest_delta_voltage_v'
model_output_dict = train_and_test_model(df, xvar, yvar)
model = model_output_dict['model']
results_dict = dict()
results_dict['cycle_index'] = 0 #
results_dict[xvar] = model_output_dict
results_list.append(results_dict)
# Now take care of the rest of the signals. These signals exist for multiple cycles since
# they exist at each RPT. So we will loop through the valid cycle indices and repeat this
# process.
cycle_target_list = [3, 56, 159, 262, 365]
for cycle_idx in cycle_target_list:
print(f'Working on cycle {cycle_idx}...')
# Assemble x variables of interest
xvar_array = [f'esoh_c{cycle_idx}_Cn',
f'dcr_10s_5_soc_at_c{cycle_idx}',
f'var_q_c{cycle_idx}_c3']
results_dict = dict()
results_dict['cycle_index'] = cycle_idx
# Loop over x-variables
for xvar in xvar_array:
if not xvar in df.columns:
continue
model_output_dict = train_and_test_model(df, xvar, yvar)
model = model_output_dict['model']
if '_Cn' in xvar:
xvar_label = 'Cn'
if 'dcr_10s_5_soc' in xvar:
xvar_label = 'dcr_10s_5_soc'
if 'var_q' in xvar:
xvar_label = 'var_q'
results_dict[xvar_label] = model_output_dict
results_list.append(results_dict)
print('Done.')
Working on cycle 3...
Working on cycle 56...
Working on cycle 159...
Working on cycle 262...
Working on cycle 365...
Done.
Take a look at the results list variable.
It is a list of dictionaries. Each dictionary holds the output for a single cycle index.
results_list
[{'cycle_index': 0,
'form_6hr_rest_delta_voltage_v': {'model': LinearRegression(),
'rmse': 30.401615920404847,
'rmse_std': 13.07762265170446,
'baseline_rmse': 41.350365377991494,
'baseline_rmse_std': 12.557347773578718,
'corr': (0.7052518594298899,),
'corr_std': (0.05687967526096266,),
'percent_error': 6.485410227551426,
'percent_error_std': 2.237348831903024,
'percent_error_train': 5.814242627997541,
'percent_error_train_std': 0.6022885579612215,
'r2_score': -0.5711118730203466,
'r2_score_std': 4.053476088130486,
'r2_score_manual': 0.4594515413870952,
'features': ('form_6hr_rest_delta_voltage_v',)}},
{'cycle_index': 3,
'Cn': {'model': LinearRegression(),
'rmse': 22.51121401133452,
'rmse_std': 10.921817534632842,
'baseline_rmse': 43.80916384413451,
'baseline_rmse_std': 13.018272071293552,
'corr': (-0.844643065472607,),
'corr_std': (0.0339123131680467,),
'percent_error': 4.723949069154165,
'percent_error_std': 1.8557860596335223,
'percent_error_train': 4.320408501599686,
'percent_error_train_std': 0.4355603748282468,
'r2_score': 0.3327480287322151,
'r2_score_std': 0.927067540378557,
'r2_score_manual': 0.7359611058236046,
'features': ('esoh_c3_Cn',)},
'dcr_10s_5_soc': {'model': LinearRegression(),
'rmse': 29.81652250632778,
'rmse_std': 11.336089262664812,
'baseline_rmse': 45.29789146582268,
'baseline_rmse_std': 15.436746054481457,
'corr': (-0.8095693910631289,),
'corr_std': (0.03817446740106635,),
'percent_error': 6.394838599908668,
'percent_error_std': 2.065410709220915,
'percent_error_train': 5.153068704623966,
'percent_error_train_std': 0.5070247870079134,
'r2_score': -0.01685105458957976,
'r2_score_std': 1.0992481192662693,
'r2_score_manual': 0.5667306106065242,
'features': ('dcr_10s_5_soc_at_c3',)}},
{'cycle_index': 56,
'Cn': {'model': LinearRegression(),
'rmse': 22.366330311937478,
'rmse_std': 11.082781886176077,
'baseline_rmse': 43.558069222715154,
'baseline_rmse_std': 13.232580374474624,
'corr': (-0.8498192681060498,),
'corr_std': (0.03403950314571045,),
'percent_error': 4.656028063965924,
'percent_error_std': 1.9033983764832698,
'percent_error_train': 4.121515472644476,
'percent_error_train_std': 0.43516195031828697,
'r2_score': 0.2339072903253298,
'r2_score_std': 1.2144317229583104,
'r2_score_manual': 0.7363351555862556,
'features': ('esoh_c56_Cn',)},
'dcr_10s_5_soc': {'model': LinearRegression(),
'rmse': 41.94758886829265,
'rmse_std': 12.904844418346483,
'baseline_rmse': 42.60033876203193,
'baseline_rmse_std': 13.09270083435412,
'corr': (-0.34164662177231997,),
'corr_std': (0.08254379509859604,),
'percent_error': 9.909946005318393,
'percent_error_std': 2.63955527899854,
'percent_error_train': 8.683007015325973,
'percent_error_train_std': 0.7870021895269588,
'r2_score': -1.1830241084319255,
'r2_score_std': 3.7772569111188594,
'r2_score_manual': 0.03041050775256071,
'features': ('dcr_10s_5_soc_at_c56',)}},
{'cycle_index': 159,
'Cn': {'model': LinearRegression(),
'rmse': 22.958878868790503,
'rmse_std': 12.047985713693421,
'baseline_rmse': 44.731777442356034,
'baseline_rmse_std': 14.036009173343938,
'corr': (-0.8592298566948305,),
'corr_std': (0.034833138029480216,),
'percent_error': 4.58286519763422,
'percent_error_std': 1.9365172480152864,
'percent_error_train': 3.9359226082502827,
'percent_error_train_std': 0.42411463014135914,
'r2_score': 0.32923406965242596,
'r2_score_std': 1.2403773479384137,
'r2_score_manual': 0.73656768856201,
'features': ('esoh_c159_Cn',)},
'dcr_10s_5_soc': {'model': LinearRegression(),
'rmse': 48.237518246889294,
'rmse_std': 13.689307606653898,
'baseline_rmse': 44.74447258825541,
'baseline_rmse_std': 13.288422091721367,
'corr': (-0.022262407927855287,),
'corr_std': (0.1407350741927223,),
'percent_error': 11.64163314504193,
'percent_error_std': 3.079629425994369,
'percent_error_train': 9.279273955345438,
'percent_error_train_std': 0.7459990560188732,
'r2_score': -1.8832998735749626,
'r2_score_std': 5.552147631305504,
'r2_score_manual': -0.16222744055174654,
'features': ('dcr_10s_5_soc_at_c159',)}},
{'cycle_index': 262,
'Cn': {'model': LinearRegression(),
'rmse': 33.90388075929477,
'rmse_std': 17.47846389033855,
'baseline_rmse': 42.40952819507497,
'baseline_rmse_std': 13.530764799113117,
'corr': (-0.5402914733918395,),
'corr_std': (0.08811409299043033,),
'percent_error': 7.324547845807534,
'percent_error_std': 3.5656761293943866,
'percent_error_train': 6.597403486755999,
'percent_error_train_std': 0.8356180892926383,
'r2_score': -0.705479753758098,
'r2_score_std': 4.032837464589563,
'r2_score_manual': 0.3608954021715115,
'features': ('esoh_c262_Cn',)},
'dcr_10s_5_soc': {'model': LinearRegression(),
'rmse': 36.83279216240269,
'rmse_std': 10.905351157366404,
'baseline_rmse': 42.61895694430408,
'baseline_rmse_std': 12.400737795326714,
'corr': (-0.5577282651591796,),
'corr_std': (0.046661934630816665,),
'percent_error': 8.660465792881222,
'percent_error_std': 2.5270164109496305,
'percent_error_train': 7.750237630562831,
'percent_error_train_std': 0.6433271735688436,
'r2_score': -0.3469657555015425,
'r2_score_std': 0.9504208525037264,
'r2_score_manual': 0.25309794963343146,
'features': ('dcr_10s_5_soc_at_c262',)}},
{'cycle_index': 365,
'Cn': {'model': LinearRegression(),
'rmse': 14.07598915969239,
'rmse_std': 7.20431533222738,
'baseline_rmse': 43.9574258539625,
'baseline_rmse_std': 13.753698939398534,
'corr': (0.9583598967511995,),
'corr_std': (0.01131829315615604,),
'percent_error': 2.8945582474955023,
'percent_error_std': 0.9814924487962218,
'percent_error_train': 2.368047810270553,
'percent_error_train_std': 0.4793722274052886,
'r2_score': 0.8115952634439922,
'r2_score_std': 0.24044379048959452,
'r2_score_manual': 0.89745999295003,
'features': ('esoh_c365_Cn',)},
'dcr_10s_5_soc': {'model': LinearRegression(),
'rmse': 16.20765196674552,
'rmse_std': 7.5138819345261005,
'baseline_rmse': 43.08371253407833,
'baseline_rmse_std': 13.470761871253359,
'corr': (-0.9293017397884036,),
'corr_std': (0.013060164046325044,),
'percent_error': 3.43222021098018,
'percent_error_std': 1.2303812610302376,
'percent_error_train': 3.135079888998056,
'percent_error_train_std': 0.3075772050143589,
'r2_score': 0.624625104950062,
'r2_score_std': 0.8961797098992993,
'r2_score_manual': 0.8584812559378959,
'features': ('dcr_10s_5_soc_at_c365',)}}]
Repackage the data to index by feature, which makes it easier for plotting.
There is probably a more "pandas-y" way to do this.
# Get a list of unique x-variable labels
unique_keys = set()
for result_dict in results_list:
for key in result_dict.keys():
unique_keys.add(key)
unique_keys.remove('cycle_index')
# Assemble the outputs into a dictionary
output_dict = dict()
for key in unique_keys:
cycle_list = []
rmse_list = []
rmse_std_list = []
corr_list = []
corr_std_list = []
percent_error_list = []
percent_error_std_list = []
for result_dict in results_list:
cycle_list.append(result_dict['cycle_index'])
if not key in result_dict:
rmse_list.append(np.nan)
rmse_std_list.append(np.nan)
corr_list.append(np.nan)
corr_std_list.append(np.nan)
percent_error_list.append(np.nan)
percent_error_std_list.append(np.nan)
continue
rmse_list.append(result_dict[key]['rmse'])
rmse_std_list.append(result_dict[key]['rmse_std'])
if len(result_dict[key]['corr']) == 1:
corr_list.append(result_dict[key]['corr'][0])
corr_std_list.append(result_dict[key]['corr_std'][0])
percent_error_list.append(result_dict[key]['percent_error'])
percent_error_std_list.append(result_dict[key]['percent_error_std'])
this_result = dict()
this_result['cycle_index'] = cycle_list
this_result['rmse'] = rmse_list
this_result['rmse_std'] = rmse_std_list
this_result['corr'] = corr_list
this_result['corr_std'] = corr_std_list
this_result['percent_error'] = percent_error_list
this_result['percent_error_std'] = percent_error_std_list
output_dict[key] = this_result
# The output dictionary is now indexed by feature
output_dict
{'Cn': {'cycle_index': [0, 3, 56, 159, 262, 365],
'rmse': [nan,
22.51121401133452,
22.366330311937478,
22.958878868790503,
33.90388075929477,
14.07598915969239],
'rmse_std': [nan,
10.921817534632842,
11.082781886176077,
12.047985713693421,
17.47846389033855,
7.20431533222738],
'corr': [nan,
-0.844643065472607,
-0.8498192681060498,
-0.8592298566948305,
-0.5402914733918395,
0.9583598967511995],
'corr_std': [nan,
0.0339123131680467,
0.03403950314571045,
0.034833138029480216,
0.08811409299043033,
0.01131829315615604],
'percent_error': [nan,
4.723949069154165,
4.656028063965924,
4.58286519763422,
7.324547845807534,
2.8945582474955023],
'percent_error_std': [nan,
1.8557860596335223,
1.9033983764832698,
1.9365172480152864,
3.5656761293943866,
0.9814924487962218]},
'dcr_10s_5_soc': {'cycle_index': [0, 3, 56, 159, 262, 365],
'rmse': [nan,
29.81652250632778,
41.94758886829265,
48.237518246889294,
36.83279216240269,
16.20765196674552],
'rmse_std': [nan,
11.336089262664812,
12.904844418346483,
13.689307606653898,
10.905351157366404,
7.5138819345261005],
'corr': [nan,
-0.8095693910631289,
-0.34164662177231997,
-0.022262407927855287,
-0.5577282651591796,
-0.9293017397884036],
'corr_std': [nan,
0.03817446740106635,
0.08254379509859604,
0.1407350741927223,
0.046661934630816665,
0.013060164046325044],
'percent_error': [nan,
6.394838599908668,
9.909946005318393,
11.64163314504193,
8.660465792881222,
3.43222021098018],
'percent_error_std': [nan,
2.065410709220915,
2.63955527899854,
3.079629425994369,
2.5270164109496305,
1.2303812610302376]},
'form_6hr_rest_delta_voltage_v': {'cycle_index': [0, 3, 56, 159, 262, 365],
'rmse': [30.401615920404847, nan, nan, nan, nan, nan],
'rmse_std': [13.07762265170446, nan, nan, nan, nan, nan],
'corr': [0.7052518594298899, nan, nan, nan, nan, nan],
'corr_std': [0.05687967526096266, nan, nan, nan, nan, nan],
'percent_error': [6.485410227551426, nan, nan, nan, nan, nan],
'percent_error_std': [2.237348831903024, nan, nan, nan, nan, nan]}}
# Create another dictionary of labels
label_dict = dict()
label_dict['var_q'] = '$\Delta Q$'
label_dict['Cn'] = '$C_n$'
label_dict['dcr_10s_5_soc'] = '$R_{10s, 5\%SOC}$'
label_dict['form_6hr_rest_delta_voltage_v'] = '$\Delta V_{rest, 6hr}$'
yvar = yvar70
Select relevant formation features
form_select = lambda x: x.startswith("form_") and "trace" not in x and "rebound" not in x
form_features = list(filter(form_select, df.columns))
label_select = lambda x: x.startswith("cycles_to_")
labels = list(filter(label_select, df.columns))
df_form = df[form_features + labels]
df_form.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 19 entries, 0 to 38 Data columns (total 33 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 form_first_discharge_capacity_below_3p2v_ah 19 non-null float64 1 form_last_charge_voltage_after_1s 19 non-null float64 2 form_last_charge_voltage_after_10s 19 non-null float64 3 form_last_charge_voltage_after_60s 19 non-null float64 4 form_first_charge_capacity_ah 19 non-null float64 5 form_first_discharge_capacity_ah 19 non-null float64 6 form_first_cycle_efficiency 19 non-null float64 7 form_final_discharge_capacity_ah 19 non-null float64 8 form_6hr_rest_delta_voltage_v_0_to_1_hr 19 non-null float64 9 form_6hr_rest_delta_voltage_v_0_to_2_hr 19 non-null float64 10 form_6hr_rest_delta_voltage_v_0_to_3_hr 19 non-null float64 11 form_6hr_rest_delta_voltage_v_0_to_4_hr 19 non-null float64 12 form_6hr_rest_delta_voltage_v_0_to_5_hr 19 non-null float64 13 form_6hr_rest_delta_voltage_v_0_to_6_hr 19 non-null float64 14 form_6hr_rest_delta_voltage_v_1_to_6_hr 19 non-null float64 15 form_6hr_rest_delta_voltage_v_2_to_6_hr 19 non-null float64 16 form_6hr_rest_delta_voltage_v_3_to_6_hr 19 non-null float64 17 form_6hr_rest_delta_voltage_v_4_to_6_hr 19 non-null float64 18 form_6hr_rest_delta_voltage_v_5_to_6_hr 19 non-null float64 19 form_c20_charge_qpp_ah 19 non-null float64 20 form_c20_charge_right_peak_v_per_ah 19 non-null float64 21 form_6hr_rest_delta_voltage_v 19 non-null float64 22 form_6hr_rest_voltage_v 19 non-null float64 23 form_6hr_rest_mv_per_day_steady 19 non-null float64 24 form_6hr_rest_mv_per_sec_initial 19 non-null float64 25 form_first_cv_hold_capacity_ah 19 non-null float64 26 form_coulombic_efficiency 19 non-null float64 27 form_qc_minus_qd_ah 19 non-null float64 28 form_total_lithium_consumed 19 non-null float64 29 cycles_to_50_pct 19 non-null int64 30 cycles_to_60_pct 19 non-null int64 31 cycles_to_70_pct 19 non-null int64 32 cycles_to_80_pct 19 non-null int64 dtypes: float64(29), int64(4) memory usage: 5.0 KB
df_form_sq = df_form.apply(lambda x: x**2).rename(lambda s: s + "_squared", axis="columns")
df_form_sq.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 19 entries, 0 to 38 Data columns (total 33 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 form_first_discharge_capacity_below_3p2v_ah_squared 19 non-null float64 1 form_last_charge_voltage_after_1s_squared 19 non-null float64 2 form_last_charge_voltage_after_10s_squared 19 non-null float64 3 form_last_charge_voltage_after_60s_squared 19 non-null float64 4 form_first_charge_capacity_ah_squared 19 non-null float64 5 form_first_discharge_capacity_ah_squared 19 non-null float64 6 form_first_cycle_efficiency_squared 19 non-null float64 7 form_final_discharge_capacity_ah_squared 19 non-null float64 8 form_6hr_rest_delta_voltage_v_0_to_1_hr_squared 19 non-null float64 9 form_6hr_rest_delta_voltage_v_0_to_2_hr_squared 19 non-null float64 10 form_6hr_rest_delta_voltage_v_0_to_3_hr_squared 19 non-null float64 11 form_6hr_rest_delta_voltage_v_0_to_4_hr_squared 19 non-null float64 12 form_6hr_rest_delta_voltage_v_0_to_5_hr_squared 19 non-null float64 13 form_6hr_rest_delta_voltage_v_0_to_6_hr_squared 19 non-null float64 14 form_6hr_rest_delta_voltage_v_1_to_6_hr_squared 19 non-null float64 15 form_6hr_rest_delta_voltage_v_2_to_6_hr_squared 19 non-null float64 16 form_6hr_rest_delta_voltage_v_3_to_6_hr_squared 19 non-null float64 17 form_6hr_rest_delta_voltage_v_4_to_6_hr_squared 19 non-null float64 18 form_6hr_rest_delta_voltage_v_5_to_6_hr_squared 19 non-null float64 19 form_c20_charge_qpp_ah_squared 19 non-null float64 20 form_c20_charge_right_peak_v_per_ah_squared 19 non-null float64 21 form_6hr_rest_delta_voltage_v_squared 19 non-null float64 22 form_6hr_rest_voltage_v_squared 19 non-null float64 23 form_6hr_rest_mv_per_day_steady_squared 19 non-null float64 24 form_6hr_rest_mv_per_sec_initial_squared 19 non-null float64 25 form_first_cv_hold_capacity_ah_squared 19 non-null float64 26 form_coulombic_efficiency_squared 19 non-null float64 27 form_qc_minus_qd_ah_squared 19 non-null float64 28 form_total_lithium_consumed_squared 19 non-null float64 29 cycles_to_50_pct_squared 19 non-null int64 30 cycles_to_60_pct_squared 19 non-null int64 31 cycles_to_70_pct_squared 19 non-null int64 32 cycles_to_80_pct_squared 19 non-null int64 dtypes: float64(29), int64(4) memory usage: 5.0 KB
df_form_plus_sq = pd.concat([df_form, df_form_sq], axis=1)
df_form_plus_sq.head()
| form_first_discharge_capacity_below_3p2v_ah | form_last_charge_voltage_after_1s | form_last_charge_voltage_after_10s | form_last_charge_voltage_after_60s | form_first_charge_capacity_ah | form_first_discharge_capacity_ah | form_first_cycle_efficiency | form_final_discharge_capacity_ah | form_6hr_rest_delta_voltage_v_0_to_1_hr | form_6hr_rest_delta_voltage_v_0_to_2_hr | form_6hr_rest_delta_voltage_v_0_to_3_hr | form_6hr_rest_delta_voltage_v_0_to_4_hr | form_6hr_rest_delta_voltage_v_0_to_5_hr | form_6hr_rest_delta_voltage_v_0_to_6_hr | form_6hr_rest_delta_voltage_v_1_to_6_hr | form_6hr_rest_delta_voltage_v_2_to_6_hr | form_6hr_rest_delta_voltage_v_3_to_6_hr | form_6hr_rest_delta_voltage_v_4_to_6_hr | form_6hr_rest_delta_voltage_v_5_to_6_hr | form_c20_charge_qpp_ah | form_c20_charge_right_peak_v_per_ah | form_6hr_rest_delta_voltage_v | form_6hr_rest_voltage_v | form_6hr_rest_mv_per_day_steady | form_6hr_rest_mv_per_sec_initial | form_first_cv_hold_capacity_ah | form_coulombic_efficiency | form_qc_minus_qd_ah | form_total_lithium_consumed | cycles_to_50_pct | cycles_to_60_pct | cycles_to_70_pct | cycles_to_80_pct | form_first_discharge_capacity_below_3p2v_ah_squared | form_last_charge_voltage_after_1s_squared | form_last_charge_voltage_after_10s_squared | form_last_charge_voltage_after_60s_squared | form_first_charge_capacity_ah_squared | form_first_discharge_capacity_ah_squared | form_first_cycle_efficiency_squared | form_final_discharge_capacity_ah_squared | form_6hr_rest_delta_voltage_v_0_to_1_hr_squared | form_6hr_rest_delta_voltage_v_0_to_2_hr_squared | form_6hr_rest_delta_voltage_v_0_to_3_hr_squared | form_6hr_rest_delta_voltage_v_0_to_4_hr_squared | form_6hr_rest_delta_voltage_v_0_to_5_hr_squared | form_6hr_rest_delta_voltage_v_0_to_6_hr_squared | form_6hr_rest_delta_voltage_v_1_to_6_hr_squared | form_6hr_rest_delta_voltage_v_2_to_6_hr_squared | form_6hr_rest_delta_voltage_v_3_to_6_hr_squared | form_6hr_rest_delta_voltage_v_4_to_6_hr_squared | form_6hr_rest_delta_voltage_v_5_to_6_hr_squared | form_c20_charge_qpp_ah_squared | form_c20_charge_right_peak_v_per_ah_squared | form_6hr_rest_delta_voltage_v_squared | form_6hr_rest_voltage_v_squared | form_6hr_rest_mv_per_day_steady_squared | form_6hr_rest_mv_per_sec_initial_squared | form_first_cv_hold_capacity_ah_squared | form_coulombic_efficiency_squared | form_qc_minus_qd_ah_squared | form_total_lithium_consumed_squared | cycles_to_50_pct_squared | cycles_to_60_pct_squared | cycles_to_70_pct_squared | cycles_to_80_pct_squared | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.077820 | 3.393505 | 3.403936 | 3.420587 | 2.755302 | 2.312734 | 0.839376 | 2.367225 | 0.011104 | 0.014412 | 0.016395 | 0.017794 | 0.018984 | 0.019909 | 0.008731 | 0.005468 | 0.003486 | 0.002091 | 0.000912 | 0.837702 | 0.357891 | 0.020902 | 4.179098 | -25.052050 | -0.006106 | 0.163624 | 0.859153 | 0.388076 | 0.388076 | 400 | 391 | 373 | 328 | 0.006056 | 11.515874 | 11.586781 | 11.700416 | 7.591687 | 5.348737 | 0.704552 | 5.603755 | 0.000123 | 0.000208 | 0.000269 | 0.000317 | 0.000360 | 0.000396 | 0.000076 | 0.000030 | 0.000012 | 0.000004 | 8.308546e-07 | 0.701745 | 0.128086 | 0.000437 | 17.464862 | 627.605221 | 0.000037 | 0.026773 | 0.738144 | 0.150603 | 0.150603 | 160000 | 152881 | 139129 | 107584 |
| 1 | 0.073791 | 3.401924 | 3.412256 | 3.428007 | 2.698299 | 2.313851 | 0.857522 | 2.363418 | 0.010694 | 0.013741 | 0.015612 | 0.017002 | 0.018085 | 0.018962 | 0.008188 | 0.005158 | 0.003323 | 0.001943 | 0.000871 | 0.841618 | 0.370042 | 0.020029 | 4.179971 | -22.342436 | -0.005931 | 0.137551 | 0.875892 | 0.334881 | 0.334881 | 401 | 368 | 338 | 314 | 0.005445 | 11.573087 | 11.643490 | 11.751229 | 7.280819 | 5.353905 | 0.735344 | 5.585745 | 0.000114 | 0.000189 | 0.000244 | 0.000289 | 0.000327 | 0.000360 | 0.000067 | 0.000027 | 0.000011 | 0.000004 | 7.582824e-07 | 0.708321 | 0.136931 | 0.000401 | 17.472156 | 499.184462 | 0.000035 | 0.018920 | 0.767186 | 0.112145 | 0.112145 | 160801 | 135424 | 114244 | 98596 |
| 2 | 0.074725 | 3.398755 | 3.409052 | 3.424840 | 2.713403 | 2.309945 | 0.851309 | 2.362668 | 0.011531 | 0.015044 | 0.017074 | 0.018645 | 0.019790 | 0.020716 | 0.009108 | 0.005626 | 0.003614 | 0.002052 | 0.000918 | 0.834678 | 0.363489 | 0.021827 | 4.178173 | -25.481863 | -0.006240 | 0.153544 | 0.870740 | 0.350734 | 0.350734 | 520 | 498 | 455 | 386 | 0.005584 | 11.551533 | 11.621637 | 11.729527 | 7.362553 | 5.335845 | 0.724728 | 5.582202 | 0.000133 | 0.000226 | 0.000292 | 0.000348 | 0.000392 | 0.000429 | 0.000083 | 0.000032 | 0.000013 | 0.000004 | 8.430081e-07 | 0.696687 | 0.132124 | 0.000476 | 17.457133 | 649.325346 | 0.000039 | 0.023576 | 0.758188 | 0.123014 | 0.123014 | 270400 | 248004 | 207025 | 148996 |
| 3 | 0.069433 | 3.400189 | 3.410498 | 3.426320 | 2.696613 | 2.310417 | 0.856785 | 2.356018 | 0.010730 | 0.013928 | 0.015780 | 0.017201 | 0.018138 | 0.019097 | 0.008275 | 0.005127 | 0.003297 | 0.001843 | 0.000947 | 0.836830 | 0.366681 | 0.020141 | 4.179859 | -21.975053 | -0.005970 | 0.159860 | 0.873695 | 0.340595 | 0.340595 | 389 | 381 | 363 | 315 | 0.004821 | 11.561282 | 11.631496 | 11.739666 | 7.271721 | 5.338025 | 0.734080 | 5.550819 | 0.000115 | 0.000194 | 0.000249 | 0.000296 | 0.000329 | 0.000365 | 0.000068 | 0.000026 | 0.000011 | 0.000003 | 8.964277e-07 | 0.700284 | 0.134455 | 0.000406 | 17.471220 | 482.902947 | 0.000036 | 0.025555 | 0.763343 | 0.116005 | 0.116005 | 151321 | 145161 | 131769 | 99225 |
| 4 | 0.073127 | 3.396888 | 3.407243 | 3.423244 | 2.713639 | 2.330587 | 0.858842 | 2.381257 | 0.011573 | 0.015010 | 0.017089 | 0.018494 | 0.019764 | 0.020793 | 0.009128 | 0.005743 | 0.003684 | 0.002285 | 0.001012 | 0.824770 | 0.368810 | 0.021854 | 4.178146 | -27.079303 | -0.006322 | 0.129573 | 0.877514 | 0.332382 | 0.332382 | 405 | 400 | 381 | 333 | 0.005348 | 11.538851 | 11.609304 | 11.718600 | 7.363838 | 5.431637 | 0.737610 | 5.670387 | 0.000134 | 0.000225 | 0.000292 | 0.000342 | 0.000391 | 0.000432 | 0.000083 | 0.000033 | 0.000014 | 0.000005 | 1.023582e-06 | 0.680246 | 0.136021 | 0.000478 | 17.456904 | 733.288642 | 0.000040 | 0.016789 | 0.770031 | 0.110478 | 0.110478 | 164025 | 160000 | 145161 | 110889 |
Look for correlations
df_form.corr()[yvar50].sort_values(ascending=False)
cycles_to_50_pct 1.000000 cycles_to_60_pct 0.995579 cycles_to_70_pct 0.976940 cycles_to_80_pct 0.971337 form_last_charge_voltage_after_60s 0.802370 form_c20_charge_right_peak_v_per_ah 0.772470 form_6hr_rest_delta_voltage_v_0_to_3_hr 0.730636 form_6hr_rest_delta_voltage_v_0_to_4_hr 0.729484 form_6hr_rest_delta_voltage_v_0_to_5_hr 0.726760 form_6hr_rest_delta_voltage_v_0_to_2_hr 0.721277 form_6hr_rest_delta_voltage_v_0_to_6_hr 0.711559 form_6hr_rest_delta_voltage_v 0.710422 form_6hr_rest_delta_voltage_v_0_to_1_hr 0.698247 form_6hr_rest_delta_voltage_v_1_to_6_hr 0.651170 form_6hr_rest_delta_voltage_v_2_to_6_hr 0.565207 form_6hr_rest_delta_voltage_v_3_to_6_hr 0.505149 form_6hr_rest_delta_voltage_v_4_to_6_hr 0.467371 form_6hr_rest_delta_voltage_v_5_to_6_hr 0.363256 form_qc_minus_qd_ah 0.308770 form_total_lithium_consumed 0.308770 form_first_cv_hold_capacity_ah 0.307108 form_first_charge_capacity_ah 0.265959 form_final_discharge_capacity_ah -0.277655 form_coulombic_efficiency -0.312148 form_6hr_rest_mv_per_day_steady -0.462058 form_c20_charge_qpp_ah -0.552979 form_6hr_rest_mv_per_sec_initial -0.644762 form_last_charge_voltage_after_10s -0.663093 form_6hr_rest_voltage_v -0.710422 form_last_charge_voltage_after_1s -0.770459 form_first_discharge_capacity_below_3p2v_ah -0.771487 form_first_cycle_efficiency -0.782337 form_first_discharge_capacity_ah -0.782680 Name: cycles_to_50_pct, dtype: float64
Select and plot features with abs(corr) > 0.6
high_corr = lambda name: abs(df_form.corr()[yvar][name]) > 0.6
high_corr_form_features = list(filter(high_corr, form_features))
high_corr_form_features
['form_first_discharge_capacity_below_3p2v_ah', 'form_last_charge_voltage_after_1s', 'form_last_charge_voltage_after_10s', 'form_last_charge_voltage_after_60s', 'form_first_discharge_capacity_ah', 'form_first_cycle_efficiency', 'form_6hr_rest_delta_voltage_v_0_to_1_hr', 'form_6hr_rest_delta_voltage_v_0_to_2_hr', 'form_6hr_rest_delta_voltage_v_0_to_3_hr', 'form_6hr_rest_delta_voltage_v_0_to_4_hr', 'form_6hr_rest_delta_voltage_v_0_to_5_hr', 'form_6hr_rest_delta_voltage_v_0_to_6_hr', 'form_6hr_rest_delta_voltage_v_1_to_6_hr', 'form_c20_charge_right_peak_v_per_ah', 'form_6hr_rest_delta_voltage_v', 'form_6hr_rest_voltage_v', 'form_6hr_rest_mv_per_sec_initial']
very_high_corr = lambda name: abs(df_form.corr()[yvar][name]) > 0.77
very_high_corr_form_features = list(filter(very_high_corr, form_features))
very_high_corr_form_features
['form_first_discharge_capacity_below_3p2v_ah', 'form_last_charge_voltage_after_1s', 'form_last_charge_voltage_after_60s', 'form_first_discharge_capacity_ah', 'form_first_cycle_efficiency', 'form_c20_charge_right_peak_v_per_ah']
df_form[high_corr_form_features].corr()["form_first_discharge_capacity_ah"].sort_values()
form_last_charge_voltage_after_60s -0.980428 form_6hr_rest_delta_voltage_v_0_to_3_hr -0.916951 form_6hr_rest_delta_voltage_v_0_to_2_hr -0.915978 form_6hr_rest_delta_voltage_v_0_to_4_hr -0.913766 form_6hr_rest_delta_voltage_v_0_to_1_hr -0.904858 form_6hr_rest_delta_voltage_v_0_to_5_hr -0.903710 form_c20_charge_right_peak_v_per_ah -0.898403 form_6hr_rest_delta_voltage_v_0_to_6_hr -0.893952 form_6hr_rest_delta_voltage_v -0.890137 form_6hr_rest_delta_voltage_v_1_to_6_hr -0.789071 form_6hr_rest_mv_per_sec_initial 0.871221 form_6hr_rest_voltage_v 0.890137 form_last_charge_voltage_after_10s 0.937693 form_first_discharge_capacity_below_3p2v_ah 0.994841 form_last_charge_voltage_after_1s 0.998766 form_first_cycle_efficiency 0.999884 form_first_discharge_capacity_ah 1.000000 Name: form_first_discharge_capacity_ah, dtype: float64
from pandas.plotting import scatter_matrix
plt.rcParams['axes.labelsize'] = 5
axes = scatter_matrix(df_form[high_corr_form_features + [yvar]])
for ax in axes.flatten():
ax.xaxis.label.set_rotation(90)
ax.yaxis.label.set_rotation(0)
ax.yaxis.label.set_ha('right')
OUTPUT_DIR = "code-base/imgs/"
plt.tight_layout()
plt.savefig(OUTPUT_DIR + "form_scatter_matrix.pdf")
<ipython-input-22-d77f4693741f>:11: UserWarning: Tight layout not applied. tight_layout cannot make axes width small enough to accommodate all axes decorations plt.tight_layout() <ipython-input-22-d77f4693741f>:12: UserWarning: Tight layout not applied. tight_layout cannot make axes width small enough to accommodate all axes decorations plt.savefig(OUTPUT_DIR + "form_scatter_matrix.pdf") <ipython-input-22-d77f4693741f>:12: UserWarning: Tight layout not applied. tight_layout cannot make axes width small enough to accommodate all axes decorations plt.savefig(OUTPUT_DIR + "form_scatter_matrix.pdf") /Users/aweng/Library/Python/3.9/lib/python/site-packages/IPython/core/pylabtools.py:132: UserWarning: Tight layout not applied. tight_layout cannot make axes width small enough to accommodate all axes decorations fig.canvas.print_figure(bytes_io, **kw)
import matplotlib as mpl
mpl.rcParams.update(mpl.rcParamsDefault)
config_plots()
df_form_log = df_form.apply(lambda x: np.log(abs(x)))
df_form_log.describe()
| form_first_discharge_capacity_below_3p2v_ah | form_last_charge_voltage_after_1s | form_last_charge_voltage_after_10s | form_last_charge_voltage_after_60s | form_first_charge_capacity_ah | form_first_discharge_capacity_ah | form_first_cycle_efficiency | form_final_discharge_capacity_ah | form_6hr_rest_delta_voltage_v_0_to_1_hr | form_6hr_rest_delta_voltage_v_0_to_2_hr | form_6hr_rest_delta_voltage_v_0_to_3_hr | form_6hr_rest_delta_voltage_v_0_to_4_hr | form_6hr_rest_delta_voltage_v_0_to_5_hr | form_6hr_rest_delta_voltage_v_0_to_6_hr | form_6hr_rest_delta_voltage_v_1_to_6_hr | form_6hr_rest_delta_voltage_v_2_to_6_hr | form_6hr_rest_delta_voltage_v_3_to_6_hr | form_6hr_rest_delta_voltage_v_4_to_6_hr | form_6hr_rest_delta_voltage_v_5_to_6_hr | form_c20_charge_qpp_ah | form_c20_charge_right_peak_v_per_ah | form_6hr_rest_delta_voltage_v | form_6hr_rest_voltage_v | form_6hr_rest_mv_per_day_steady | form_6hr_rest_mv_per_sec_initial | form_first_cv_hold_capacity_ah | form_coulombic_efficiency | form_qc_minus_qd_ah | form_total_lithium_consumed | cycles_to_50_pct | cycles_to_60_pct | cycles_to_70_pct | cycles_to_80_pct | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 | 19.000000 |
| mean | -3.198979 | 1.198703 | 1.222002 | 1.234841 | 1.003142 | 0.008368 | -0.994774 | 0.860630 | -4.416723 | -4.154705 | -4.027465 | -3.944998 | -3.883855 | -3.834568 | -4.662539 | -5.138434 | -5.584912 | -6.106247 | -6.889485 | -0.193719 | -0.936777 | -3.788369 | 1.429665 | 3.283506 | -5.013654 | -1.833580 | -0.142512 | -1.020038 | -1.020038 | 6.157029 | 6.129393 | 6.071392 | 5.917141 |
| std | 0.564067 | 0.023588 | 0.004068 | 0.004154 | 0.012057 | 0.812216 | 0.816364 | 0.004333 | 0.078911 | 0.081232 | 0.081521 | 0.081520 | 0.082560 | 0.083913 | 0.097459 | 0.104120 | 0.111652 | 0.125078 | 0.139269 | 0.012409 | 0.077617 | 0.079906 | 0.000434 | 0.122411 | 0.076793 | 0.191036 | 0.014094 | 0.100625 | 0.100625 | 0.137870 | 0.141898 | 0.157375 | 0.114463 |
| min | -3.766923 | 1.174555 | 1.215440 | 1.228971 | 0.988929 | -0.759595 | -1.784166 | 0.854034 | -4.538118 | -4.287379 | -4.159709 | -4.074441 | -4.012656 | -3.965303 | -4.805102 | -5.273309 | -5.714860 | -6.296313 | -7.082406 | -0.212344 | -1.028343 | -3.910563 | 1.428819 | 3.089908 | -5.127538 | -2.107536 | -0.177767 | -1.192393 | -1.192393 | 5.963579 | 5.908083 | 5.823046 | 5.749393 |
| 25% | -3.729466 | 1.177094 | 1.218782 | 1.231004 | 0.994866 | -0.741329 | -1.746586 | 0.858194 | -4.481583 | -4.219624 | -4.093161 | -4.011438 | -3.947743 | -3.902634 | -4.739833 | -5.212468 | -5.663759 | -6.193173 | -6.977784 | -0.201914 | -1.007635 | -3.854876 | 1.429388 | 3.229461 | -5.086119 | -1.950979 | -0.148859 | -1.094166 | -1.094166 | 6.029447 | 6.003860 | 5.928236 | 5.821556 |
| 50% | -3.649625 | 1.179177 | 1.221083 | 1.237599 | 0.998291 | -0.728661 | -1.722820 | 0.860109 | -4.382669 | -4.119745 | -3.990245 | -3.907843 | -3.846605 | -3.796788 | -4.635639 | -5.124034 | -5.583466 | -6.104196 | -6.894271 | -0.197210 | -0.950373 | -3.756125 | 1.429504 | 3.287517 | -4.986180 | -1.833455 | -0.140830 | -1.032166 | -1.032166 | 6.167516 | 6.142037 | 6.089045 | 5.945421 |
| 75% | -2.626924 | 1.223027 | 1.226052 | 1.238623 | 1.009378 | 0.838672 | -0.157774 | 0.862090 | -4.360943 | -4.093166 | -3.969338 | -3.889434 | -3.828549 | -3.778612 | -4.610155 | -5.095315 | -5.554262 | -6.065590 | -6.848073 | -0.185107 | -0.863439 | -3.735742 | 1.430029 | 3.316668 | -4.964233 | -1.751070 | -0.132378 | -0.969905 | -0.969905 | 6.269913 | 6.234134 | 6.173784 | 5.996403 |
| max | -2.553354 | 1.224341 | 1.227374 | 1.239590 | 1.037936 | 0.850454 | -0.140043 | 0.869140 | -4.293166 | -4.035049 | -3.912592 | -3.822837 | -3.746646 | -3.679543 | -4.395505 | -4.808976 | -5.212010 | -5.701474 | -6.432656 | -0.172429 | -0.803515 | -3.640673 | 1.430304 | 3.686194 | -4.892418 | -1.422342 | -0.119789 | -0.776915 | -0.776915 | 6.416732 | 6.400257 | 6.380123 | 6.173786 |
df_form_log.corr()[yvar].sort_values(ascending=False)
cycles_to_70_pct 1.000000 cycles_to_60_pct 0.983852 cycles_to_80_pct 0.978925 cycles_to_50_pct 0.973508 form_last_charge_voltage_after_60s 0.834031 form_c20_charge_right_peak_v_per_ah 0.808079 form_6hr_rest_delta_voltage_v_0_to_3_hr 0.775806 form_6hr_rest_delta_voltage_v_0_to_4_hr 0.770741 form_6hr_rest_delta_voltage_v_0_to_2_hr 0.770716 form_6hr_rest_delta_voltage_v_0_to_5_hr 0.764190 form_6hr_rest_delta_voltage_v_0_to_1_hr 0.751677 form_6hr_rest_delta_voltage_v_0_to_6_hr 0.749858 form_6hr_rest_delta_voltage_v 0.747567 form_6hr_rest_mv_per_sec_initial 0.707107 form_6hr_rest_delta_voltage_v_1_to_6_hr 0.689184 form_6hr_rest_delta_voltage_v_2_to_6_hr 0.604837 form_6hr_rest_delta_voltage_v_3_to_6_hr 0.541764 form_6hr_rest_delta_voltage_v_4_to_6_hr 0.503849 form_6hr_rest_mv_per_day_steady 0.497670 form_6hr_rest_delta_voltage_v_5_to_6_hr 0.406564 form_first_cv_hold_capacity_ah 0.350649 form_qc_minus_qd_ah 0.337904 form_total_lithium_consumed 0.337904 form_first_charge_capacity_ah 0.282042 form_final_discharge_capacity_ah -0.327306 form_coulombic_efficiency -0.341904 form_c20_charge_qpp_ah -0.609666 form_6hr_rest_voltage_v -0.737405 form_last_charge_voltage_after_10s -0.745306 form_last_charge_voltage_after_1s -0.830958 form_first_discharge_capacity_below_3p2v_ah -0.831347 form_first_cycle_efficiency -0.837211 form_first_discharge_capacity_ah -0.837300 Name: cycles_to_70_pct, dtype: float64
from sklearn.dummy import DummyRegressor
for f in form_features:
out = train_and_test_model(df, f, yvar, to_plot=0, model=LinearRegression(), num_experiments=1000)
print(f"{f:<50}{out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
out = train_and_test_model(df, f, yvar, to_plot=0, model=DummyRegressor(), num_experiments=1000)
print(f"{'Dummy regressor (predict mean)':<50}{out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
# train_and_test_model(df, form_features, yvar, to_plot=0, model=Ridge())
# model = ElasticNet(0.01, l1_ratio=0.5)
# train_and_test_model(df, form_features, yvar, to_plot=0, model=model)
# print(model.coef_)
form_first_discharge_capacity_below_3p2v_ah 7.61 (2.50 std) form_last_charge_voltage_after_1s 7.54 (2.51 std) form_last_charge_voltage_after_10s 8.79 (2.67 std) form_last_charge_voltage_after_60s 7.79 (2.63 std) form_first_charge_capacity_ah 14.12 (3.93 std) form_first_discharge_capacity_ah 7.44 (2.42 std) form_first_cycle_efficiency 7.30 (2.42 std) form_final_discharge_capacity_ah 12.87 (4.27 std) form_6hr_rest_delta_voltage_v_0_to_1_hr 9.16 (3.21 std) form_6hr_rest_delta_voltage_v_0_to_2_hr 8.76 (3.02 std) form_6hr_rest_delta_voltage_v_0_to_3_hr 8.60 (2.86 std) form_6hr_rest_delta_voltage_v_0_to_4_hr 8.77 (2.73 std) form_6hr_rest_delta_voltage_v_0_to_5_hr 9.11 (2.71 std) form_6hr_rest_delta_voltage_v_0_to_6_hr 9.48 (2.88 std) form_6hr_rest_delta_voltage_v_1_to_6_hr 11.44 (3.84 std) form_6hr_rest_delta_voltage_v_2_to_6_hr 13.57 (5.06 std) form_6hr_rest_delta_voltage_v_3_to_6_hr 14.50 (5.77 std) form_6hr_rest_delta_voltage_v_4_to_6_hr 14.16 (4.63 std) form_6hr_rest_delta_voltage_v_5_to_6_hr 14.50 (4.20 std) form_c20_charge_qpp_ah 10.19 (3.47 std) form_c20_charge_right_peak_v_per_ah 8.40 (2.64 std) form_6hr_rest_delta_voltage_v 9.59 (2.68 std) form_6hr_rest_voltage_v 9.42 (2.90 std) form_6hr_rest_mv_per_day_steady 14.55 (5.09 std) form_6hr_rest_mv_per_sec_initial 9.99 (3.40 std) form_first_cv_hold_capacity_ah 13.76 (4.12 std) form_coulombic_efficiency 13.24 (3.92 std) form_qc_minus_qd_ah 13.32 (3.93 std) form_total_lithium_consumed 13.71 (4.00 std) Dummy regressor (predict mean) 14.37 (3.98 std)
with log
for f in form_features:
out = train_and_test_model(df, f, yvar, to_plot=0, model=LinearRegression(), num_experiments=1000, log=True)
print(f"{f:<50}{out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
out = train_and_test_model(df, f, yvar, to_plot=0, model=DummyRegressor(), num_experiments=1000, log=True)
print(f"{'Dummy regressor (predict mean)':<50}{out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
form_first_discharge_capacity_below_3p2v_ah 7.55 (2.48 std) form_last_charge_voltage_after_1s 7.29 (2.53 std) form_last_charge_voltage_after_10s 8.38 (2.97 std) form_last_charge_voltage_after_60s 7.57 (2.59 std) form_first_charge_capacity_ah 13.98 (3.92 std) form_first_discharge_capacity_ah 7.26 (2.48 std) form_first_cycle_efficiency 7.37 (2.46 std) form_final_discharge_capacity_ah 12.96 (4.17 std) form_6hr_rest_delta_voltage_v_0_to_1_hr 9.13 (3.13 std) form_6hr_rest_delta_voltage_v_0_to_2_hr 8.85 (3.10 std) form_6hr_rest_delta_voltage_v_0_to_3_hr 8.50 (2.91 std) form_6hr_rest_delta_voltage_v_0_to_4_hr 8.80 (2.91 std) form_6hr_rest_delta_voltage_v_0_to_5_hr 8.90 (2.78 std) form_6hr_rest_delta_voltage_v_0_to_6_hr 9.26 (2.81 std) form_6hr_rest_delta_voltage_v_1_to_6_hr 10.80 (4.40 std) form_6hr_rest_delta_voltage_v_2_to_6_hr 13.18 (6.19 std) form_6hr_rest_delta_voltage_v_3_to_6_hr 14.62 (7.25 std) form_6hr_rest_delta_voltage_v_4_to_6_hr 14.13 (5.34 std) form_6hr_rest_delta_voltage_v_5_to_6_hr 14.43 (4.53 std) form_c20_charge_qpp_ah 10.01 (3.54 std) form_c20_charge_right_peak_v_per_ah 8.31 (2.66 std) form_6hr_rest_delta_voltage_v 9.30 (2.95 std) form_6hr_rest_voltage_v 9.33 (2.86 std) form_6hr_rest_mv_per_day_steady 14.11 (5.37 std) form_6hr_rest_mv_per_sec_initial 10.01 (3.29 std) form_first_cv_hold_capacity_ah 13.47 (4.17 std) form_coulombic_efficiency 13.09 (3.74 std) form_qc_minus_qd_ah 13.16 (3.76 std) form_total_lithium_consumed 13.30 (3.86 std) Dummy regressor (predict mean) 14.14 (3.77 std)
def manual_gridsearch(features, yvar, log=False):
gridsearch = {}
def ridge(alpha):
return train_and_test_model(df, features, yvar, to_plot=0, model=Ridge(alpha), log=log)["percent_error"]
alphas = np.logspace(0,2,20)
gridsearch["Ridge"] = (alphas, list(map(ridge, alphas)))
def lasso(alpha):
return train_and_test_model(df, features, yvar, to_plot=0, model=Lasso(alpha), log=log)["percent_error"]
alphas = np.logspace(0,2,20)
gridsearch["Lasso"] = (alphas, list(map(lasso, alphas)))
def elastic_net(alpha, l1_ratio):
return train_and_test_model(df, features, yvar, to_plot=0,
model=ElasticNet(alpha, l1_ratio=l1_ratio), log=log)["percent_error"]
N = 10
alphas = np.logspace(0,2,N)
l1_ratios = np.linspace(0,1,N)
errors = np.empty((N,N))
for i, alpha in enumerate(alphas):
print(i)
for j, l1_ratio in enumerate(l1_ratios):
errors[i,j] = elastic_net(alpha, l1_ratio)
gridsearch["ElasticNet"] = (alphas, l1_ratios, errors)
return gridsearch
gridsearch = manual_gridsearch(form_features, yvar70)
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.082044513450455, tolerance: 6.8453599999999994 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.114318227168951, tolerance: 7.4976 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.297979319287151, tolerance: 6.388533333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.37250960608435, tolerance: 8.438533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.297979319248952, tolerance: 6.388533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.944921458606586, tolerance: 6.0773600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.990562162032802, tolerance: 7.649973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.698495886645105, tolerance: 5.514773333333332 model = cd_fast.enet_coordinate_descent(
0
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13555.89231257777, tolerance: 7.568933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14558.63042816949, tolerance: 6.635573333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9955.948756702146, tolerance: 8.090133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13965.692072614747, tolerance: 7.626560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8352.477047262113, tolerance: 4.923093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9105.590968061819, tolerance: 5.597293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14255.577178187728, tolerance: 6.847893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12859.588872903661, tolerance: 6.725093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12146.99512277642, tolerance: 7.368960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14426.111946092351, tolerance: 7.4298399999999996 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5903.179953833579, tolerance: 5.9489600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12780.835794899587, tolerance: 8.088173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13007.861222564645, tolerance: 6.896133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12056.33932779287, tolerance: 6.844493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14494.253034566309, tolerance: 7.077973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13084.217402825654, tolerance: 7.9766400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14317.551279562065, tolerance: 6.555933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14431.323175480782, tolerance: 7.374693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13036.147249872927, tolerance: 7.025093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10740.257971924817, tolerance: 6.2814000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10958.051936604274, tolerance: 7.952159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13883.9246713182, tolerance: 8.221093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12140.241339868553, tolerance: 6.9652 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12356.269379673253, tolerance: 7.314773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8499.431541314838, tolerance: 4.7628933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10775.441293774851, tolerance: 6.367773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13096.443012885382, tolerance: 7.5617333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13042.445996124552, tolerance: 7.464373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15067.024072877673, tolerance: 6.896133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12182.456348440945, tolerance: 6.459893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13517.76621353842, tolerance: 6.4217733333333324 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9614.196598210558, tolerance: 6.990293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13819.454810818308, tolerance: 7.130559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7520.335731069081, tolerance: 4.198973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11387.093852254613, tolerance: 6.831893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10799.287640860462, tolerance: 8.567173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13804.295913480535, tolerance: 6.983173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15002.347354947517, tolerance: 7.202800000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14740.712993562742, tolerance: 7.838173333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13785.42615557776, tolerance: 6.970693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11457.469327558107, tolerance: 7.223893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13279.086138652618, tolerance: 7.466773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13821.00179074875, tolerance: 7.225573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14872.915816044777, tolerance: 7.706293333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12168.710909945967, tolerance: 7.547360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13075.882563138777, tolerance: 8.0976 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7754.117629477184, tolerance: 5.79456 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12690.487768933017, tolerance: 7.292773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14240.26521528297, tolerance: 6.49476 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14426.111946092376, tolerance: 7.429840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12611.590358687581, tolerance: 7.253893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11369.759821508702, tolerance: 7.4270933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14487.773933400684, tolerance: 7.2106933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14668.922716479781, tolerance: 7.36804 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5146.965148530497, tolerance: 4.416360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11751.760522882349, tolerance: 6.995439999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12007.75446747585, tolerance: 7.428960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14626.545961972944, tolerance: 7.528293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15042.473842199888, tolerance: 7.17796 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9294.139307550824, tolerance: 5.726773333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13590.012505191087, tolerance: 7.831573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12775.330120442171, tolerance: 7.091040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13215.791153193113, tolerance: 6.097933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13706.615039509412, tolerance: 7.148133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13010.279613127044, tolerance: 6.345773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12937.261701406876, tolerance: 6.408173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13999.097656267084, tolerance: 7.587093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7695.30558507604, tolerance: 4.76664 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8517.490497194785, tolerance: 4.9674933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12803.073197935399, tolerance: 7.861093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11419.83333069325, tolerance: 6.601373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12625.461244735681, tolerance: 8.248893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13865.326330358055, tolerance: 7.066933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12009.072937989096, tolerance: 5.861160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11627.884123335316, tolerance: 7.181093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7479.455732460824, tolerance: 5.56536 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5072.388110274915, tolerance: 5.269973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13937.404811845943, tolerance: 6.759893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14360.032718538263, tolerance: 7.057573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10641.518981636973, tolerance: 7.596293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7033.150941703059, tolerance: 5.50824 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13186.74071508043, tolerance: 7.80384 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12708.144784548043, tolerance: 7.338773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14575.307428460184, tolerance: 6.736560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15051.77862095085, tolerance: 7.089173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7672.314231660923, tolerance: 5.1023733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14297.257605984334, tolerance: 6.548640000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14019.057982738055, tolerance: 6.964293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7535.65100121413, tolerance: 4.366440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8086.876822099761, tolerance: 5.825040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14275.519204425125, tolerance: 7.280973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12677.445162722237, tolerance: 6.945173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12506.442399673404, tolerance: 8.135173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15129.786601197116, tolerance: 7.179493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14649.690145498804, tolerance: 7.4066399999999994 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14541.205265285933, tolerance: 6.911093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13334.582717553561, tolerance: 7.888693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13529.620460411947, tolerance: 7.443173333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13034.116594955089, tolerance: 7.362773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11776.811392575368, tolerance: 7.448773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.534842200716412, tolerance: 5.102693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23.397401015227842, tolerance: 5.487333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.30600813897763, tolerance: 5.4981599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12979.316824260666, tolerance: 6.14804 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14334.21635391286, tolerance: 7.572960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15003.16644653728, tolerance: 7.832893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15505.552332049281, tolerance: 7.132893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8489.078104220607, tolerance: 5.476093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14796.37289874738, tolerance: 6.4518 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13652.48601336168, tolerance: 7.302560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13704.336276416778, tolerance: 7.479733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9960.460446036857, tolerance: 5.799359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8663.404984594164, tolerance: 5.021373333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13798.318491225225, tolerance: 6.934173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14492.042412597822, tolerance: 6.302493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12542.5770873282, tolerance: 8.221639999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8123.022874372555, tolerance: 5.181093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14659.882541302792, tolerance: 5.784840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14950.120972872846, tolerance: 7.5965733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14589.715778653033, tolerance: 7.114133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15387.322535407007, tolerance: 6.446133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14171.66844082375, tolerance: 8.315173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15139.702975501483, tolerance: 6.804600000000001 model = cd_fast.enet_coordinate_descent(
1
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15119.775425228436, tolerance: 7.480893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13652.486013361693, tolerance: 7.30256 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16687.70573311964, tolerance: 7.094293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7377.831304756361, tolerance: 4.7540933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15409.588830701105, tolerance: 7.019533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15605.60348349411, tolerance: 6.8085733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15209.978140987312, tolerance: 6.66644 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14580.009292245493, tolerance: 6.345773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14125.382656265345, tolerance: 7.3853599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12789.81083725519, tolerance: 6.966373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8846.990320650999, tolerance: 5.2311733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15688.627935143839, tolerance: 6.7825733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13142.30854639209, tolerance: 7.308973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12456.550992157685, tolerance: 7.963160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9079.115320009185, tolerance: 4.421373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15548.868288671449, tolerance: 6.6516 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15556.11003037135, tolerance: 6.886533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14318.423734876418, tolerance: 6.018973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13738.164897001334, tolerance: 6.928160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16224.250011481692, tolerance: 7.799573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13353.60369426137, tolerance: 8.332933333333337 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15220.678506662034, tolerance: 6.469533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14322.595230422612, tolerance: 7.6454933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16374.21180942629, tolerance: 7.552933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14085.867446220138, tolerance: 7.091693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16774.8615277109, tolerance: 7.961640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16316.92182622497, tolerance: 7.328693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8535.86591067244, tolerance: 4.715773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14740.163690547513, tolerance: 7.775093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13699.17639825446, tolerance: 7.58496 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16014.403707088146, tolerance: 7.0620933333333324 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14038.580286795352, tolerance: 7.685333333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12018.670637292582, tolerance: 6.721133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13030.989326286213, tolerance: 7.595573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14294.230789299163, tolerance: 6.740373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14049.393971402313, tolerance: 6.646573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9885.719008550344, tolerance: 5.558293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14385.733855338756, tolerance: 7.409493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13598.522454195787, tolerance: 7.946240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15769.47856569953, tolerance: 7.48616 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14737.640094838336, tolerance: 7.045039999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9043.96833294077, tolerance: 5.92616 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7854.626270534775, tolerance: 5.721093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14036.639101854787, tolerance: 7.570293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15821.941801342764, tolerance: 7.486160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6925.736443662858, tolerance: 4.925733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15793.245983455185, tolerance: 6.880693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13600.520369941138, tolerance: 6.026173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14760.874587278031, tolerance: 6.740093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7165.466545393548, tolerance: 4.212973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7493.591763548636, tolerance: 4.963893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14589.715778653104, tolerance: 7.114133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15076.328718536852, tolerance: 7.218773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8064.3613649238205, tolerance: 5.22984 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9969.704383217457, tolerance: 5.62496 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8959.755035332917, tolerance: 4.760960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7943.045891181745, tolerance: 4.182440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9906.857502255056, tolerance: 5.753333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15803.799026860317, tolerance: 6.97464 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12980.712331250099, tolerance: 7.4813333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13976.536057143876, tolerance: 7.545093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15478.78183761391, tolerance: 7.626560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12965.249664258798, tolerance: 7.942293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15059.380345250282, tolerance: 8.090693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15543.810197943392, tolerance: 7.261493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14788.624106973335, tolerance: 7.377893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9236.893669197965, tolerance: 5.880173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13255.953420973754, tolerance: 7.6726399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9220.533030617762, tolerance: 5.814773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8605.29421867552, tolerance: 4.8594 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12194.739817018768, tolerance: 7.3268 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13664.337290245427, tolerance: 5.443933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14692.35037611119, tolerance: 8.092933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15186.166987706612, tolerance: 6.7766 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15303.560733945338, tolerance: 6.877733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14038.58028679541, tolerance: 7.685333333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14486.232867591714, tolerance: 7.903759999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16550.562108133538, tolerance: 7.941893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15221.366979123257, tolerance: 7.828160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15153.082957925508, tolerance: 6.343133333333333 model = cd_fast.enet_coordinate_descent(
2
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11501.376401991038, tolerance: 5.61884 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16078.61911079222, tolerance: 7.881493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8536.652995706483, tolerance: 5.903733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16713.7595951604, tolerance: 7.165173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13877.406305530585, tolerance: 7.6971733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10529.127658962527, tolerance: 5.330773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16911.233750252803, tolerance: 6.23264 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8783.956546081683, tolerance: 5.103093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15871.012642459742, tolerance: 6.699760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10276.226366774457, tolerance: 5.653573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18095.28803457044, tolerance: 7.799573333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15344.813931084445, tolerance: 7.6276 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7547.652163051017, tolerance: 4.540733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7798.516345917334, tolerance: 5.058493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15930.008564706997, tolerance: 6.792400000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15805.829264265589, tolerance: 6.6597333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15526.213594025332, tolerance: 8.341893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14889.383192260686, tolerance: 7.181093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16187.41663314166, tolerance: 6.516533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9232.003420880252, tolerance: 4.863933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17160.230494263204, tolerance: 6.471573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17659.651053629503, tolerance: 7.003093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17438.203680599407, tolerance: 6.97464 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10666.491205691498, tolerance: 4.998573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16731.695263091788, tolerance: 7.278293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16144.891988980622, tolerance: 6.479773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14692.50242431862, tolerance: 6.147893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14389.121742277473, tolerance: 8.212333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15928.41482321586, tolerance: 6.845760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8374.714523095725, tolerance: 5.514773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15443.481507262271, tolerance: 8.202893333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10711.761317105414, tolerance: 5.002173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17223.972478201486, tolerance: 6.997093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14176.420008347919, tolerance: 8.509773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17400.626013701207, tolerance: 7.180293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17489.827738035317, tolerance: 7.76304 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16326.16303521176, tolerance: 6.746760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18124.451072552394, tolerance: 7.495733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15801.193124818416, tolerance: 8.397093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16671.973137854835, tolerance: 7.798933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15604.27330983575, tolerance: 7.3689599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16770.99488345926, tolerance: 6.677973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14797.402736989116, tolerance: 7.6848 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16812.28989930894, tolerance: 7.477560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9742.296669598447, tolerance: 4.819493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9380.554515684345, tolerance: 5.718373333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17012.114998708512, tolerance: 7.052560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11054.138396871986, tolerance: 5.4161600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16962.04036448544, tolerance: 6.985573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8763.766384274877, tolerance: 4.388973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17340.063023607865, tolerance: 6.771840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18633.81268252373, tolerance: 8.063293333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15373.960085766119, tolerance: 6.931560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10502.729136747803, tolerance: 5.839573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17274.397671762803, tolerance: 7.5312 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16922.44888527897, tolerance: 7.949533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16212.696836984593, tolerance: 6.652559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18306.533193732397, tolerance: 7.089173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10436.112435777073, tolerance: 5.503439999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16029.008259302922, tolerance: 7.649973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16434.903903716306, tolerance: 8.439493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14943.526144535008, tolerance: 8.150933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16930.570423591747, tolerance: 6.5726933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16794.42931666517, tolerance: 7.197493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16892.87063397939, tolerance: 7.312560000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16468.148533733576, tolerance: 7.543573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10538.960566374708, tolerance: 5.628773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17430.770323847202, tolerance: 7.021533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18145.546109797815, tolerance: 7.901973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17877.131870395533, tolerance: 7.102133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15919.397917304355, tolerance: 6.302493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18173.712484396896, tolerance: 7.713893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17966.43928910869, tolerance: 7.428400000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16942.392156011287, tolerance: 7.460173333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17197.435706732547, tolerance: 6.635173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8962.113607615105, tolerance: 5.286560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8403.30768807526, tolerance: 4.247293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16904.183481731747, tolerance: 6.669973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17809.97669613782, tolerance: 7.177960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9325.496636797707, tolerance: 4.831293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10910.38323414161, tolerance: 5.614933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15867.660660404752, tolerance: 7.467093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15600.294219539272, tolerance: 7.521173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15378.669483322425, tolerance: 6.852373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10018.577377952242, tolerance: 4.700733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16151.070327553534, tolerance: 7.591573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16533.041375878405, tolerance: 6.535560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9957.469452753025, tolerance: 5.718373333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9162.504599207254, tolerance: 4.351293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15009.488286265612, tolerance: 7.3089733333333315 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17362.43862773962, tolerance: 6.6974 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15588.923054959037, tolerance: 7.110239999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15133.890113171634, tolerance: 6.975840000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9611.904279959723, tolerance: 6.005093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15784.291483811543, tolerance: 6.267693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16152.243820419126, tolerance: 6.29304 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14816.833967469147, tolerance: 7.691360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15119.330559489443, tolerance: 7.8384 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15710.016983120826, tolerance: 7.563973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16520.321085488267, tolerance: 7.456133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.778576854896528, tolerance: 5.805173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.77857685490926, tolerance: 5.805173333333333 model = cd_fast.enet_coordinate_descent(
3
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18051.53361260354, tolerance: 7.942559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19533.82077739245, tolerance: 6.973173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19396.9885867154, tolerance: 7.9138399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17396.96221198782, tolerance: 7.290133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17263.829155979995, tolerance: 7.871973333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16611.42231416185, tolerance: 7.013693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18018.459364363447, tolerance: 6.84176 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18337.24032965184, tolerance: 7.648373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20641.443127136823, tolerance: 7.6595733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17893.903708291575, tolerance: 7.570293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18727.37036942642, tolerance: 7.427573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19739.49354184928, tolerance: 7.531493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16813.296177704222, tolerance: 7.117439999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16999.24659397768, tolerance: 6.792293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16799.36053559002, tolerance: 6.905293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10742.623147399487, tolerance: 4.830439999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18835.568637903907, tolerance: 6.388559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18424.59335936275, tolerance: 6.728533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16578.83837974251, tolerance: 7.060040000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18583.05884407662, tolerance: 7.151373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18847.50940629892, tolerance: 6.670173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18005.52846210915, tolerance: 6.921093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17781.49289221013, tolerance: 7.937600000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18275.253438535718, tolerance: 7.477560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11905.459934945991, tolerance: 5.597293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18365.675189142137, tolerance: 7.961693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19003.611974124047, tolerance: 8.127839999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17997.335612712886, tolerance: 7.0278 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10051.20927809056, tolerance: 4.352573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20641.443127136834, tolerance: 7.659573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18379.812856202596, tolerance: 7.809293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19604.430420016502, tolerance: 8.094360000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19218.21502594566, tolerance: 7.2325333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10728.23100783146, tolerance: 4.715773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17299.416469160657, tolerance: 7.0527733333333344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18211.321357383225, tolerance: 7.494000000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10309.714588108385, tolerance: 5.565359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19221.045648012678, tolerance: 7.001893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19499.576131248537, tolerance: 7.516533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18585.368807355055, tolerance: 6.655240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17576.86361107588, tolerance: 8.567173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16812.77022802775, tolerance: 8.25396 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12855.485113430941, tolerance: 5.889173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16954.336545169954, tolerance: 7.819093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10516.515192385352, tolerance: 5.897760000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17646.106353495405, tolerance: 7.238293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11260.50032733771, tolerance: 5.58576 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19827.875762531807, tolerance: 7.275973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19327.45146327148, tolerance: 7.114959999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17368.992970055704, tolerance: 7.009973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17804.17990240937, tolerance: 7.1337600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19215.955693836913, tolerance: 6.602760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11262.746243170657, tolerance: 5.49816 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17533.188172311944, tolerance: 7.375173333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19272.43781975381, tolerance: 6.866373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17439.137004000884, tolerance: 6.251893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19214.737237713947, tolerance: 7.498160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17179.821025346515, tolerance: 6.276973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18084.48788450217, tolerance: 6.414240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10720.917641867385, tolerance: 5.534960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17524.2746333303, tolerance: 7.87224 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17521.997072292754, tolerance: 7.6626933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18963.313834347497, tolerance: 6.439573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18017.60807041532, tolerance: 7.0716 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17266.110531788247, tolerance: 7.756693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10431.922818385667, tolerance: 5.775733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11475.43251169349, tolerance: 5.87424 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16632.57093466301, tolerance: 8.112173333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11193.509465918629, tolerance: 5.136960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19009.839138830834, tolerance: 6.937493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12141.686379017761, tolerance: 6.127573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17654.02675036459, tolerance: 6.491293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17694.60834537784, tolerance: 6.66644 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20702.769347252295, tolerance: 7.851493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18978.602576587262, tolerance: 8.252040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10082.165132991224, tolerance: 5.99136 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18317.398386117085, tolerance: 6.7825733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17258.79460281645, tolerance: 7.110239999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16276.561251436873, tolerance: 6.689733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17800.42005414765, tolerance: 7.114533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17165.998351830083, tolerance: 6.127933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17417.61718878307, tolerance: 6.018973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11548.017822006075, tolerance: 5.220693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17781.49289221013, tolerance: 7.937600000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19351.809360165964, tolerance: 7.3516400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20542.5291008633, tolerance: 7.606400000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18462.769380351892, tolerance: 8.127093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19136.362145426872, tolerance: 8.10656 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16630.660830962734, tolerance: 6.77844 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19489.751824766034, tolerance: 7.396533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11059.583498093154, tolerance: 4.652093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20651.180494926688, tolerance: 7.757733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18290.714119533888, tolerance: 6.585773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18925.969230772313, tolerance: 6.840960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17508.66128330198, tolerance: 5.940840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17434.123701922927, tolerance: 7.658133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18048.580362451612, tolerance: 7.000773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20188.26067239801, tolerance: 7.941893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11763.089079245685, tolerance: 4.967493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10938.685395782757, tolerance: 5.112240000000001 model = cd_fast.enet_coordinate_descent(
4
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21114.266124186375, tolerance: 7.088373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20875.478378276293, tolerance: 6.838840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19117.656739911417, tolerance: 6.41496 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21627.889962268786, tolerance: 7.221093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18998.132425010754, tolerance: 5.547293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19954.326226538677, tolerance: 6.3575333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20117.33981757599, tolerance: 6.924773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20604.438907745032, tolerance: 7.4985599999999994 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19280.495340406982, tolerance: 6.857773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19793.623787305918, tolerance: 7.1235333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19990.138101400793, tolerance: 7.350293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21882.799864654196, tolerance: 7.4855599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20140.109251611168, tolerance: 7.5574400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20587.492047857617, tolerance: 7.8679333333333314 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13220.614750096904, tolerance: 5.337840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21864.65295258552, tolerance: 7.1991733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12700.452656403406, tolerance: 4.842173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12012.099882317287, tolerance: 4.796093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12428.812184507922, tolerance: 4.912973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20438.052990358876, tolerance: 7.413973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20409.02297498216, tolerance: 6.880693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21074.156342225317, tolerance: 7.280973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21390.435774927137, tolerance: 7.477560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19233.74690377139, tolerance: 6.4962 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20741.021926215006, tolerance: 7.534773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19386.68781488946, tolerance: 6.828773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12867.182259920748, tolerance: 5.163773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20328.22707976108, tolerance: 6.716173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19673.96887392483, tolerance: 7.946773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20334.19355382409, tolerance: 6.392893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12131.192742149244, tolerance: 5.91504 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20260.546606554755, tolerance: 7.044693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21307.914344373894, tolerance: 7.001893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12770.409898452259, tolerance: 5.081160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13247.870652962465, tolerance: 5.309159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20912.738651176835, tolerance: 6.879973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11709.825970205493, tolerance: 4.912973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21517.878712273672, tolerance: 7.229173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20251.033961894515, tolerance: 7.359173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21209.6423310437, tolerance: 6.670173333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20603.23483864657, tolerance: 7.553893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20401.16665616766, tolerance: 6.763773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20336.962778007975, tolerance: 7.7930399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20097.97605961984, tolerance: 7.1337600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19379.220487978622, tolerance: 7.007733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20728.08071588593, tolerance: 6.5726933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19390.175673560632, tolerance: 7.257173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13269.990129256668, tolerance: 5.768160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21119.041315793722, tolerance: 7.069573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10668.782731192983, tolerance: 5.0082933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20126.118915681625, tolerance: 6.734493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20615.881795906535, tolerance: 7.0228399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21443.57245314573, tolerance: 7.9175733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21295.047861777162, tolerance: 7.183333333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19823.145875923914, tolerance: 7.021533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21552.740114813572, tolerance: 7.630373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19566.579458000157, tolerance: 5.908373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20818.665483012574, tolerance: 7.021533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20264.87052024947, tolerance: 7.734160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19963.189650517088, tolerance: 8.087933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21260.986670359118, tolerance: 7.127573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21556.823424131973, tolerance: 7.395359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20395.173907497123, tolerance: 7.908 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11296.228200503783, tolerance: 5.00844 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20191.9317713336, tolerance: 7.678373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21395.255407576995, tolerance: 7.4075733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20711.75001455328, tolerance: 7.813493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20809.766593777305, tolerance: 6.79264 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20293.337217034175, tolerance: 7.705173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20972.779927053874, tolerance: 7.589373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22704.304106360916, tolerance: 7.5648 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22240.537890326203, tolerance: 7.808159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13042.993189740266, tolerance: 5.053373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21002.05245530482, tolerance: 8.2146 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19293.69672295823, tolerance: 6.856493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20419.202668817707, tolerance: 6.735493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19396.969022052785, tolerance: 7.117440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12549.941680163456, tolerance: 5.400293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20802.75275403087, tolerance: 7.70704 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20577.858088991845, tolerance: 7.967893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13431.561901706065, tolerance: 5.03424 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20513.06070594267, tolerance: 7.0982933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22170.654528502855, tolerance: 7.7334933333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20609.01237331668, tolerance: 8.332933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13756.377702650407, tolerance: 5.245893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20164.492943574063, tolerance: 7.5383733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18998.13242501077, tolerance: 5.547293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19152.017087256994, tolerance: 6.441133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20666.21456329587, tolerance: 7.291600000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21343.937249396167, tolerance: 7.03764 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20490.61358845539, tolerance: 6.985573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22406.245860451738, tolerance: 8.17016 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20718.75741474569, tolerance: 7.208693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23128.302486898407, tolerance: 7.763360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19781.716241875107, tolerance: 6.441693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20871.509995171262, tolerance: 6.893373333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21188.41076757898, tolerance: 8.035173333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21907.871193173407, tolerance: 6.95416 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19797.177645700176, tolerance: 6.351239999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20450.268286442806, tolerance: 6.792840000000001 model = cd_fast.enet_coordinate_descent(
5
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23708.198520770704, tolerance: 7.5956399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24281.96002043733, tolerance: 7.859173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24789.051040585087, tolerance: 7.495733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24556.899424875955, tolerance: 7.231573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22264.341690097477, tolerance: 6.367293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21829.908995705176, tolerance: 6.37704 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15774.020947650191, tolerance: 5.322933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24118.95231605472, tolerance: 7.5848 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23469.13840658954, tolerance: 6.897560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21796.279052588518, tolerance: 6.856493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14115.715744649366, tolerance: 5.07144 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24951.386034172378, tolerance: 7.876133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23484.108340974508, tolerance: 7.686693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22079.382922156245, tolerance: 6.897933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24656.891953443246, tolerance: 8.058773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24412.563828787534, tolerance: 8.163 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20433.56473991352, tolerance: 5.8386000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13881.026474850409, tolerance: 4.796093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20309.260462568178, tolerance: 6.116360000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23463.680240325273, tolerance: 7.072773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22833.476021782502, tolerance: 7.641333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21936.308327487714, tolerance: 6.577440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16307.29741963869, tolerance: 5.50064 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22905.16521909005, tolerance: 7.420373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23276.185170034558, tolerance: 7.1340933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15436.334914252013, tolerance: 5.380560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16784.8651393915, tolerance: 5.667893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14006.849539590905, tolerance: 4.928893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14054.49142441097, tolerance: 4.706293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23221.25998469421, tolerance: 6.613973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22062.452941976433, tolerance: 6.502800000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15092.166162671456, tolerance: 5.194773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22805.63634855747, tolerance: 7.057573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13851.965320250916, tolerance: 4.352573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22533.793177516116, tolerance: 6.555933333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22558.327741094537, tolerance: 6.635573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22801.464538394514, tolerance: 7.09104 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24210.63206354529, tolerance: 7.630373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22154.952482315683, tolerance: 6.433893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23218.548478384728, tolerance: 7.593693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21888.342906782127, tolerance: 6.825373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22777.477992473192, tolerance: 7.652773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23975.76055690986, tolerance: 8.043773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23321.394474739376, tolerance: 7.368960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23367.57464913559, tolerance: 7.383173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25059.723915617153, tolerance: 7.474773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23126.31594541551, tolerance: 7.058693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16793.8195964474, tolerance: 5.951573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14865.702443477818, tolerance: 4.942759999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14870.120841214044, tolerance: 4.953173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24063.68073103087, tolerance: 7.145293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24165.15929362429, tolerance: 7.532933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23321.06822331042, tolerance: 6.804973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16396.9628263582, tolerance: 5.839573333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24392.730381520953, tolerance: 7.089173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22468.600883770854, tolerance: 6.848640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23041.11786058187, tolerance: 7.35936 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15110.81166796797, tolerance: 4.867133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23394.026952926564, tolerance: 6.672573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21671.814296769648, tolerance: 7.023359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24482.112557263026, tolerance: 7.391573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16948.14248331591, tolerance: 6.0162933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23637.235510776252, tolerance: 7.147533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24490.826347115424, tolerance: 8.496560000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25479.392420691587, tolerance: 7.752960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21333.877155463495, tolerance: 6.282893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12918.122898726426, tolerance: 4.440333333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24235.20256983361, tolerance: 7.529493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21835.67392884146, tolerance: 6.662373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23233.901092080596, tolerance: 7.32344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24864.23580855537, tolerance: 7.447893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25050.766974226477, tolerance: 7.7999333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23908.840227514775, tolerance: 7.76024 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13380.245740414292, tolerance: 4.3512933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21547.302288349274, tolerance: 6.381293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22831.610421668825, tolerance: 6.945173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23767.193982464443, tolerance: 7.669759999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14504.38540155338, tolerance: 4.66596 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20919.541527972608, tolerance: 6.1143600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22162.770599531825, tolerance: 6.49976 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21527.591341351654, tolerance: 6.53424 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24334.695979525015, tolerance: 7.553893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22173.71964503251, tolerance: 6.897773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22219.792687380672, tolerance: 6.857773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24560.791585968153, tolerance: 7.370893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23759.254936257596, tolerance: 7.1328933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24360.008311926784, tolerance: 7.9241600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22318.27783281483, tolerance: 6.922693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22518.86975479447, tolerance: 6.805840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23093.10890242122, tolerance: 7.193839999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22778.062475441577, tolerance: 6.586240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24032.473186493713, tolerance: 6.929373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14538.186407712583, tolerance: 5.102373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22657.478230858833, tolerance: 6.883893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23373.70009676983, tolerance: 7.764373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23109.777601217902, tolerance: 6.937493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26550.304876605165, tolerance: 8.287173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22318.27783281479, tolerance: 6.922693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14754.814786105824, tolerance: 5.308560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23583.22893660307, tolerance: 7.271573333333334 model = cd_fast.enet_coordinate_descent(
6
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18664.49720929574, tolerance: 6.208373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27822.23660286077, tolerance: 7.626560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24709.00371674739, tolerance: 6.4901333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18526.221491699594, tolerance: 5.411693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27726.959681900145, tolerance: 7.6444 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28087.70768725347, tolerance: 7.849093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24113.08175697468, tolerance: 6.50124 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24621.227486005297, tolerance: 6.315293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19501.02543845965, tolerance: 5.929733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26522.940581479517, tolerance: 7.267533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26897.34374136531, tolerance: 7.620933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19055.17861182435, tolerance: 5.867093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26166.476470152265, tolerance: 6.963093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26191.404743551622, tolerance: 7.181439999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25843.224495663017, tolerance: 7.584960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26363.835965802667, tolerance: 7.124533333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28620.173981680644, tolerance: 8.076133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27562.60148685631, tolerance: 8.029173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26469.726892221377, tolerance: 6.954160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26215.412059111895, tolerance: 7.254640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26977.04025675974, tolerance: 7.80384 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24856.59209111845, tolerance: 6.845760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25941.552768543606, tolerance: 7.089240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27066.017296315047, tolerance: 7.329973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25100.935372556967, tolerance: 6.974493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25240.73970797129, tolerance: 6.569093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23603.304008611158, tolerance: 5.965973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27104.133399878076, tolerance: 7.706293333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27047.121423620425, tolerance: 7.65464 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26847.096325478506, tolerance: 7.380693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26566.344665889657, tolerance: 7.104293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28111.90948335024, tolerance: 8.594693333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17201.59638442004, tolerance: 5.2342933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24704.04826333788, tolerance: 7.116960000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24723.483790013797, tolerance: 6.736093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17040.56779823181, tolerance: 5.26584 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16185.803525500909, tolerance: 4.728293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26696.04386771174, tolerance: 7.5148399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26752.90822406672, tolerance: 7.258773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17082.186746011437, tolerance: 5.30856 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27105.566013046126, tolerance: 7.471093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27088.5303689934, tolerance: 7.535933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16508.58968281947, tolerance: 4.892493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24391.826444226015, tolerance: 6.720693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25114.207464800566, tolerance: 6.850733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25578.376497674755, tolerance: 7.713573333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25476.590641173934, tolerance: 7.306560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16469.091991147827, tolerance: 4.912973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25901.454701148148, tolerance: 7.0785599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26541.361831086168, tolerance: 7.336533333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22609.21315772352, tolerance: 6.321293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27741.75311612447, tolerance: 8.019573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29217.73493908158, tolerance: 8.439493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27119.39489986324, tolerance: 7.4912 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26903.14993481442, tolerance: 7.395573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24348.082824198274, tolerance: 7.106773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26335.504648418686, tolerance: 7.690133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27411.034549375436, tolerance: 7.681973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26166.47647015237, tolerance: 6.963093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27661.569438085906, tolerance: 7.975093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26359.625427917235, tolerance: 7.1833333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24132.23786136056, tolerance: 6.459893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27642.54491356363, tolerance: 7.379573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25262.747522181562, tolerance: 6.812973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25481.19626266881, tolerance: 7.011333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27423.34641494996, tolerance: 7.862760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15005.510920890723, tolerance: 4.574093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24834.828017086278, tolerance: 6.729293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25340.52763005751, tolerance: 6.876693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14022.023363347706, tolerance: 4.187 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26503.88081419403, tolerance: 7.276773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26202.471380852367, tolerance: 7.082160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24684.04746018431, tolerance: 6.6432 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24556.04617706802, tolerance: 6.875893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26418.700571312165, tolerance: 7.153359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26984.47632597493, tolerance: 7.407573333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18370.130888235908, tolerance: 5.308133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22523.411948684563, tolerance: 5.86116 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16429.619474951724, tolerance: 4.868693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15598.1542159887, tolerance: 4.602173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28045.292477985575, tolerance: 7.8126933333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25441.398240436756, tolerance: 6.8256000000000006 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19361.35676156343, tolerance: 5.986293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25330.383318440585, tolerance: 7.025093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27959.92443980113, tolerance: 7.779893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27054.66939113119, tolerance: 7.931173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27298.387535311158, tolerance: 7.827893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28331.15009876655, tolerance: 8.2956 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26473.95261736743, tolerance: 7.220933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24300.431044053694, tolerance: 6.6997599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24745.07774998695, tolerance: 6.845360000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19065.775620299628, tolerance: 5.56824 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27070.03530291952, tolerance: 7.591573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25682.31659792301, tolerance: 7.372173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27832.333675121015, tolerance: 7.7670933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26886.45239945776, tolerance: 7.643093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25318.768477805846, tolerance: 6.887973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27391.511419696933, tolerance: 7.528293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26583.077510369418, tolerance: 7.3414399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27533.37400663495, tolerance: 8.071093333333332 model = cd_fast.enet_coordinate_descent(
7
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29944.769311316166, tolerance: 7.467973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30709.93020087939, tolerance: 8.039173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18175.631498925177, tolerance: 4.747133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29441.46954263399, tolerance: 7.202800000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26178.58974877237, tolerance: 6.335693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30310.08595008998, tolerance: 7.628773333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17786.523252653762, tolerance: 4.694733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29838.961590508876, tolerance: 7.435893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22171.64310894756, tolerance: 6.117893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30793.545621334233, tolerance: 7.775093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29577.10876004911, tolerance: 7.590693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27695.650208436175, tolerance: 6.832373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28587.359646029465, tolerance: 7.058640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27782.20615609532, tolerance: 6.741359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21359.93878179593, tolerance: 5.818293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22061.93524053067, tolerance: 5.8801733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30992.02547496261, tolerance: 7.930293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16700.155161705803, tolerance: 4.36644 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27344.923268095117, tolerance: 6.7218 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19724.21239198948, tolerance: 5.257093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29593.675037807472, tolerance: 7.534693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27900.94535905889, tolerance: 6.911093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28484.337841451943, tolerance: 6.964293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25710.992298635912, tolerance: 6.269173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27045.22020242656, tolerance: 6.6664400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27071.930912656528, tolerance: 6.5824933333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20049.289702598846, tolerance: 5.291333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29488.53021269512, tolerance: 7.3831733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19253.917204143898, tolerance: 4.967493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27822.392364438187, tolerance: 6.97384 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31006.422128346705, tolerance: 8.0112 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27563.834588900376, tolerance: 6.758293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28382.823591856635, tolerance: 6.888533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25811.153124330674, tolerance: 6.39196 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19260.543316801974, tolerance: 5.16476 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19241.417507189373, tolerance: 5.021373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27162.369395041413, tolerance: 6.73656 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19421.310740264656, tolerance: 5.30856 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29700.780062448044, tolerance: 7.624373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26831.479517712123, tolerance: 6.51576 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30821.1207166018, tolerance: 8.068573333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23597.826247706, tolerance: 5.76804 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31520.363092976862, tolerance: 8.255773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28260.58624761446, tolerance: 7.044693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28956.608343708514, tolerance: 7.216559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27932.39600366232, tolerance: 7.059693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29465.09433971768, tolerance: 7.795093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28137.799374035218, tolerance: 7.042560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25558.19488553062, tolerance: 6.39484 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27520.425598923695, tolerance: 6.990960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31741.7334149827, tolerance: 8.11856 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28468.678261059104, tolerance: 7.089240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25790.63010594147, tolerance: 6.3024933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29577.10876004911, tolerance: 7.590693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28816.321272580823, tolerance: 7.104533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20066.86284207442, tolerance: 5.30916 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28107.117794268866, tolerance: 7.1337600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28626.396861112506, tolerance: 7.002093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28484.337841451954, tolerance: 6.964293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27810.604900536582, tolerance: 7.010573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21603.266002614702, tolerance: 5.726773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27278.848559173402, tolerance: 6.52944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28303.71955706847, tolerance: 7.075893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27617.43952444523, tolerance: 6.837293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27245.024742959584, tolerance: 6.948733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30753.929866794275, tolerance: 7.962173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28217.853259179818, tolerance: 6.979573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29548.019630152772, tolerance: 7.4672 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27933.715423886268, tolerance: 7.115040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21058.15124686169, tolerance: 5.688693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28923.4313660966, tolerance: 7.217173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30021.03834910613, tolerance: 7.669760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28797.279061786478, tolerance: 7.676693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29222.767790585567, tolerance: 7.485440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26353.00008261606, tolerance: 6.394773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29815.995085666895, tolerance: 7.690693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15698.04586919162, tolerance: 4.212973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28128.04320054491, tolerance: 6.9548000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29064.277202337504, tolerance: 7.383173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29034.39249014653, tolerance: 7.220933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28029.52390068051, tolerance: 7.2048000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28641.411105268086, tolerance: 7.201973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29818.22865979605, tolerance: 7.7418933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29558.899560279984, tolerance: 7.734159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28193.582411518408, tolerance: 6.8908933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30892.70853365687, tolerance: 7.64504 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29442.037605785954, tolerance: 7.1417600000000006 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29032.225038700868, tolerance: 7.382933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20713.929212319068, tolerance: 5.493600000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20945.785575531372, tolerance: 5.646293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28634.85577000916, tolerance: 7.089360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27456.064629426608, tolerance: 6.6398399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31967.580961746677, tolerance: 8.142533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27124.5832193321, tolerance: 6.48824 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28496.276836590157, tolerance: 6.9312000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28221.391357529992, tolerance: 7.143893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28297.87894473391, tolerance: 7.057573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27813.119133130138, tolerance: 6.922573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30024.028410788425, tolerance: 7.809293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29674.329045725284, tolerance: 7.907893333333334 model = cd_fast.enet_coordinate_descent(
8
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21907.4249985661, tolerance: 5.308559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32099.263861081177, tolerance: 7.477560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33119.20688440169, tolerance: 7.767973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32903.93365919436, tolerance: 7.590093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21277.218332379376, tolerance: 5.033639999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30678.188979493603, tolerance: 7.20104 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29111.15703373119, tolerance: 6.729293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21580.59433161188, tolerance: 5.216293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28960.716340076277, tolerance: 6.831173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33176.43108908572, tolerance: 7.706293333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29804.054903449643, tolerance: 7.022373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29942.231243950522, tolerance: 6.973840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27477.95145744143, tolerance: 6.374493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29382.226539634594, tolerance: 6.746759999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31953.29412706129, tolerance: 7.565173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30129.392680231686, tolerance: 7.068293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23555.397646077818, tolerance: 5.804133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25659.362840399095, tolerance: 5.8386000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29744.027850413244, tolerance: 7.023360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26093.72405827858, tolerance: 5.876573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34443.93703542824, tolerance: 8.179733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33196.081457757966, tolerance: 7.8048 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29769.38222405404, tolerance: 6.990373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29458.493763888477, tolerance: 6.747373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30823.1283014192, tolerance: 7.1534 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21455.876875981212, tolerance: 5.151173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17724.33374420603, tolerance: 4.247293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24036.914890126947, tolerance: 5.8704 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30675.104475329033, tolerance: 7.24524 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30606.39654432716, tolerance: 7.058640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22312.399355474965, tolerance: 5.41416 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26886.89636093518, tolerance: 6.157293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19847.545956566297, tolerance: 4.6841333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22677.08765368779, tolerance: 5.4161600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30420.71129738497, tolerance: 6.971093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19501.64213403052, tolerance: 4.7514 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31398.986777073354, tolerance: 7.312560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35624.09332283654, tolerance: 8.534973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29620.013303294978, tolerance: 6.807733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26680.004993392504, tolerance: 5.9659733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21038.452937425063, tolerance: 4.9640933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33384.671792164416, tolerance: 7.820293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29724.048818069874, tolerance: 6.834239999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32129.891051036237, tolerance: 7.655359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30594.915620838638, tolerance: 7.002093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31759.17563400881, tolerance: 7.4101333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32328.245115661794, tolerance: 7.5617333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30855.67300277122, tolerance: 7.2675333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29847.38602447863, tolerance: 6.954173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32988.81927156206, tolerance: 7.817093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30867.142669675573, tolerance: 7.228373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33505.2113897351, tolerance: 7.887733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18170.494715516907, tolerance: 4.2618 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21750.24708802776, tolerance: 5.39544 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32288.450782843553, tolerance: 7.612160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22392.190303952175, tolerance: 5.508240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32328.801083165992, tolerance: 7.646293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18325.442446273737, tolerance: 4.3752933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22721.565093638255, tolerance: 5.5857600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30822.176786935823, tolerance: 7.128533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34174.21330412236, tolerance: 8.430893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29860.929655317457, tolerance: 6.866373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28529.65403670827, tolerance: 6.507840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29438.243241852888, tolerance: 6.672573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34178.85119807388, tolerance: 8.179973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33853.75170850648, tolerance: 8.058773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32690.290927690585, tolerance: 7.53264 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25449.429022161126, tolerance: 5.767293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29891.628820329774, tolerance: 7.023733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31193.418940236832, tolerance: 7.366560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19067.230848975683, tolerance: 4.63116 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28981.59030331332, tolerance: 6.655573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30516.054688314485, tolerance: 7.181493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30405.996932350692, tolerance: 6.960133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32506.075658076203, tolerance: 7.741893333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31520.525641139466, tolerance: 7.426773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27724.755780419884, tolerance: 6.307773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30774.2943881554, tolerance: 7.191173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30549.408337139743, tolerance: 7.290133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32273.72906997424, tolerance: 7.495733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33498.07113979025, tolerance: 7.901893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32568.572408692085, tolerance: 7.607959999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29472.341474216577, tolerance: 6.871733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29746.671023845665, tolerance: 6.931560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33901.85296865399, tolerance: 8.33124 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30453.977736342917, tolerance: 6.959573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33589.080299568304, tolerance: 7.898240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28591.35081910628, tolerance: 6.51576 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31817.552157384795, tolerance: 7.5936933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31352.472489637825, tolerance: 7.324773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29411.174180638423, tolerance: 6.804600000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31812.44040610329, tolerance: 7.491093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22505.51899650684, tolerance: 5.4302399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31257.737511170955, tolerance: 7.297973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33638.12513599769, tolerance: 7.9376933333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31986.571358022273, tolerance: 7.5646933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22491.48616573265, tolerance: 5.56536 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33725.71497817073, tolerance: 8.036240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31923.93925931127, tolerance: 7.51136 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30661.63614168504, tolerance: 7.253893333333332 model = cd_fast.enet_coordinate_descent(
9
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32797.39493256931, tolerance: 7.174373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36943.83931618774, tolerance: 8.417640000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30260.920462540664, tolerance: 6.582493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32681.88733831469, tolerance: 7.2637333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35256.111433275604, tolerance: 7.965840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31686.146829205845, tolerance: 6.967173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32147.65363262248, tolerance: 7.085573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32050.18880600984, tolerance: 7.1136 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34645.45997160422, tolerance: 7.765333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24185.26066585935, tolerance: 5.480293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34655.36184065276, tolerance: 7.623973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23584.394412482296, tolerance: 5.388240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32729.719149456512, tolerance: 7.126573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30689.4313444868, tolerance: 6.746760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34508.375587919625, tolerance: 7.6317600000000025 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29886.63313686008, tolerance: 6.507840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34259.05633480563, tolerance: 7.5945599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29274.97036085843, tolerance: 6.4215333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35518.82927325994, tolerance: 8.039173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30271.851913016875, tolerance: 6.662373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33269.74602747129, tolerance: 7.346893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30316.57232759699, tolerance: 6.670559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35683.27588467666, tolerance: 7.945933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33659.57555809402, tolerance: 7.436133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32570.399882723836, tolerance: 7.208693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29161.745229909808, tolerance: 6.36064 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18441.305729764063, tolerance: 4.176733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33243.237600649205, tolerance: 7.326133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23166.51045442591, tolerance: 5.274773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31644.396123252074, tolerance: 6.9572 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22880.783037364283, tolerance: 5.151173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32770.712454393426, tolerance: 7.243640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35221.21951286168, tolerance: 7.732773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36930.102891681956, tolerance: 8.37816 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25020.78093463783, tolerance: 5.7308 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35994.07207761967, tolerance: 8.071093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35100.69015401308, tolerance: 7.859093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34006.592245121064, tolerance: 7.49484 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31535.361237131365, tolerance: 6.9299333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30079.530309986912, tolerance: 6.596573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33638.49274362486, tolerance: 7.441559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22032.039148169988, tolerance: 4.984160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30894.415149782435, tolerance: 6.80584 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33657.05999373501, tolerance: 7.439093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30079.53030998691, tolerance: 6.596573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33948.45502941642, tolerance: 7.543573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35769.2431266969, tolerance: 8.0528 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34186.801375675306, tolerance: 7.5886000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30214.808295851577, tolerance: 6.552533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31191.57157721835, tolerance: 6.826293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31459.726326724303, tolerance: 6.89176 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33687.61885137484, tolerance: 7.514640000000003 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35384.992914663795, tolerance: 7.875573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28779.87974152489, tolerance: 6.232173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33862.042083616994, tolerance: 7.462373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21442.926477574812, tolerance: 4.84176 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30873.810757757572, tolerance: 6.793373333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33762.08056096293, tolerance: 7.527200000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35299.25167317574, tolerance: 7.820293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29347.732807520715, tolerance: 6.394773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32008.04762086176, tolerance: 7.057573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32227.716266435345, tolerance: 7.045773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32899.97828594457, tolerance: 7.243733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31421.077159975262, tolerance: 6.8448 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33986.7632223711, tolerance: 7.555573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33534.795888097644, tolerance: 7.382933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21351.736033243145, tolerance: 4.950573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27715.123058725076, tolerance: 6.0737733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33560.183005339124, tolerance: 7.478293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21540.824078807622, tolerance: 4.83044 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25311.356039535756, tolerance: 5.738933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33128.26001680668, tolerance: 7.280973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33373.578252054205, tolerance: 7.308693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34972.878866333485, tolerance: 7.672640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33378.56266700142, tolerance: 7.39896 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32570.399882723832, tolerance: 7.208693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33257.7301550828, tolerance: 7.3747733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33312.35928195827, tolerance: 7.441973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32518.442532550198, tolerance: 7.146373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34009.71892773348, tolerance: 7.492373333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16617.831379132393, tolerance: 3.7434000000000003 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32031.75468684529, tolerance: 7.044693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29516.75127698743, tolerance: 6.453573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23504.098249816645, tolerance: 5.289973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33876.97112858317, tolerance: 7.477560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29178.830609046232, tolerance: 6.351240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22760.341062253698, tolerance: 5.216293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33000.984466656824, tolerance: 7.469173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33286.45527362112, tolerance: 7.424960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21599.642387143835, tolerance: 4.894693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32622.905707918766, tolerance: 7.177573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32263.812938986266, tolerance: 7.132173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21233.586720892992, tolerance: 4.7843599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23021.013244232978, tolerance: 5.214239999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32862.49436137931, tolerance: 7.1783600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32575.4330318717, tolerance: 7.179093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23419.85752565583, tolerance: 5.299773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37844.715753163415, tolerance: 8.4716 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28906.592231060604, tolerance: 6.267173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29216.97364149359, tolerance: 6.374173333333334 model = cd_fast.enet_coordinate_descent(
def plot_gridsearch(gridsearch):
fig, axes = plt.subplots(1,3,figsize=(15,6))
ax = axes[0]
ax.semilogx(*gridsearch["Ridge"])
ax.set_xlabel("alpha")
ax.set_ylabel("% error")
ax.set_title(f"Ridge regression (best score={np.min(gridsearch['Ridge'][1]):.2f})")
ax = axes[1]
ax.semilogx(*gridsearch["Lasso"])
ax.set_xlabel("alpha")
ax.set_ylabel("% error")
ax.set_title(f"Lasso regression (best score={np.min(gridsearch['Lasso'][1]):.2f})")
ax = axes[2]
ax.contourf(*gridsearch["ElasticNet"])
ax.set_title(f"ElasticNet (best score={np.min(gridsearch['ElasticNet'][2]):.2f})")
ax.set_xlabel("alpha")
ax.set_ylabel("l1_ratio")
vmin = np.min(gridsearch['ElasticNet'][2])
vmax = np.max(gridsearch['ElasticNet'][2])
plt.colorbar(cm.ScalarMappable(colors.Normalize(vmin=vmin, vmax=vmax)), ax=ax)
fig.tight_layout()
return fig
fig = plot_gridsearch(gridsearch)
fig.savefig(OUTPUT_DIR + "manual_gridsearch.pdf")
gridsearch_highcorr = manual_gridsearch(high_corr_form_features, yvar70)
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36.19613806473717, tolerance: 7.6430933333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.073455176869174, tolerance: 5.990773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.440178317510799, tolerance: 5.73264 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.371781169054884, tolerance: 8.34744 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.488530914251896, tolerance: 5.14904 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.770379613635669, tolerance: 5.492373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.98483247184231, tolerance: 5.492373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.387374095444102, tolerance: 8.256773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.804759711933002, tolerance: 5.1255733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.83599744447929, tolerance: 4.295693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.406622066895579, tolerance: 5.591840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.6112252112752685, tolerance: 5.3624 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.229490761144916, tolerance: 5.026493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.631511848359878, tolerance: 4.683773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.465282656294221, tolerance: 5.136960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.532780095069029, tolerance: 5.2194 model = cd_fast.enet_coordinate_descent(
0
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14878.20065865269, tolerance: 7.167293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12518.886685357304, tolerance: 6.337973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9120.164522305064, tolerance: 4.716693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14420.353783881163, tolerance: 7.53384 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14902.328814918454, tolerance: 7.139573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13801.348762603617, tolerance: 7.4912 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8737.69409024714, tolerance: 5.123773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13440.326676109653, tolerance: 7.49664 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14994.300465808745, tolerance: 7.185960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13290.160720992058, tolerance: 6.875893333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13249.580086486465, tolerance: 6.8979333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14596.226416428492, tolerance: 6.351733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15333.460915199375, tolerance: 7.2334933333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8561.734980190107, tolerance: 4.732173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6663.349360055685, tolerance: 4.094760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14762.811035222025, tolerance: 6.536693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15296.249328852393, tolerance: 7.566373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13030.6504434165, tolerance: 7.8196933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15078.706379560874, tolerance: 6.585773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14487.573867585575, tolerance: 7.122293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13708.214887686438, tolerance: 8.052973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8682.503449703394, tolerance: 5.5789333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15607.823037243288, tolerance: 7.0094400000000014 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13609.429891550322, tolerance: 5.767293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12725.95045446445, tolerance: 7.9013599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11606.101217502732, tolerance: 7.896800000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15001.180400199008, tolerance: 7.2405333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13029.856225297219, tolerance: 7.743360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8067.985761853073, tolerance: 6.036693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13384.953677315534, tolerance: 7.134293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15949.322679576073, tolerance: 8.050293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13794.118441089742, tolerance: 6.23644 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14452.210271114083, tolerance: 6.88296 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12631.951337027762, tolerance: 6.615559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8314.068719605852, tolerance: 5.11524 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14107.484885527629, tolerance: 6.716173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13359.808371109079, tolerance: 6.645293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14636.117656354152, tolerance: 6.897893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8088.680729930644, tolerance: 4.576440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14672.565149666647, tolerance: 7.5057599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7350.912346361355, tolerance: 3.8933733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12962.539416555395, tolerance: 7.311893333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8266.979840993563, tolerance: 4.65924 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15540.345050013868, tolerance: 6.888533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14292.01432951316, tolerance: 7.921893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15042.696404875136, tolerance: 7.71744 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9490.806830383252, tolerance: 5.90864 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14641.988187562838, tolerance: 6.804933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9325.888195537626, tolerance: 5.245893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11809.898713745019, tolerance: 7.51136 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10128.262173387597, tolerance: 5.343839999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13238.10292537507, tolerance: 7.834773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13152.489972543695, tolerance: 7.887173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13059.575700334928, tolerance: 7.888533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14245.48750023116, tolerance: 6.252493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14825.062896021536, tolerance: 6.9719733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8950.89546759784, tolerance: 4.925760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14840.874999284468, tolerance: 6.941533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12607.724771078254, tolerance: 7.725093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13357.960809231341, tolerance: 7.930293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15132.610735304766, tolerance: 7.303093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9734.679050498531, tolerance: 5.430359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12401.926606742229, tolerance: 6.97584 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9666.350049839131, tolerance: 5.22936 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13174.106364758158, tolerance: 7.643333333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15255.82508019657, tolerance: 7.413173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13018.783086279005, tolerance: 7.888533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13692.174746659943, tolerance: 7.074959999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14458.21401686691, tolerance: 6.485759999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8648.47108730459, tolerance: 5.156173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11840.210236622974, tolerance: 7.624373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14456.34678563724, tolerance: 7.111493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9604.510904995344, tolerance: 5.725893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12559.484261569873, tolerance: 7.532693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16012.351925380515, tolerance: 7.294773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14711.41481975897, tolerance: 7.812693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14547.869833416786, tolerance: 7.111493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9972.061266173765, tolerance: 5.857093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4719.130303012192, tolerance: 4.295640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13609.427830828707, tolerance: 7.245840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9031.100223964882, tolerance: 5.4151733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15382.63167168314, tolerance: 7.070773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14206.454277220913, tolerance: 6.302493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12769.451581373978, tolerance: 6.321360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14463.669563824056, tolerance: 7.3230933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12163.965298593772, tolerance: 6.743733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12941.277048742602, tolerance: 7.538359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13454.705226158494, tolerance: 6.387933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8290.639751457393, tolerance: 5.487333333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14610.412789346115, tolerance: 6.677973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15413.809865817855, tolerance: 6.879973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13683.83889658593, tolerance: 7.681333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15528.771877467934, tolerance: 7.3074933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13617.983635722301, tolerance: 7.4836 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12591.841735572987, tolerance: 8.336333333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11855.195799468365, tolerance: 6.839759999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14331.906193418872, tolerance: 7.535973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13850.41499203999, tolerance: 5.982360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14821.902601113869, tolerance: 6.959573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13050.699434475771, tolerance: 7.5532933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.916257200181462, tolerance: 6.055733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.886217486108762, tolerance: 5.424 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.273453872201571, tolerance: 7.541893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.924909377898075, tolerance: 5.965973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.508458496045932, tolerance: 5.770293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.8862174860905725, tolerance: 5.424 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9310.42512165638, tolerance: 4.7514 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14500.884197091451, tolerance: 7.491093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8266.801334948474, tolerance: 4.8226933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15937.434599502263, tolerance: 8.157359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14040.54111336724, tolerance: 6.948360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14877.218057182132, tolerance: 6.760893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14207.024195481692, tolerance: 7.827893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15274.844301949865, tolerance: 7.420133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10656.9670055801, tolerance: 5.378173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14586.733704119797, tolerance: 6.127933333333335 model = cd_fast.enet_coordinate_descent(
1
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12862.606213030775, tolerance: 6.871733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14692.864986184468, tolerance: 7.346893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16391.016986261566, tolerance: 7.319893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13244.147586709396, tolerance: 7.625973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14283.410688987498, tolerance: 7.193840000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11851.04214995827, tolerance: 8.090133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15229.599661621623, tolerance: 5.729159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15276.41375762733, tolerance: 6.707159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15532.94223900593, tolerance: 8.081159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7281.627072388997, tolerance: 5.149173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9979.472406416053, tolerance: 5.2058 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16479.76976171851, tolerance: 7.479693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8836.714290337577, tolerance: 4.736040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14623.222044186186, tolerance: 6.491293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9672.530790639234, tolerance: 4.5978 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14613.611638986968, tolerance: 6.740373333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9590.431162515702, tolerance: 4.421373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15801.756383757034, tolerance: 6.571373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16208.141117750052, tolerance: 7.104533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9677.83375209835, tolerance: 5.572133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15483.496854284396, tolerance: 7.44984 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12591.105836426434, tolerance: 7.952159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17139.9190128789, tolerance: 7.606400000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17018.743245234906, tolerance: 8.032773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8833.37452532418, tolerance: 5.56536 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15748.475095004938, tolerance: 8.353093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14786.220285358293, tolerance: 7.606573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15528.67412905633, tolerance: 6.902933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16659.126242442755, tolerance: 7.427039999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14038.343707047512, tolerance: 7.553893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12581.34299954183, tolerance: 7.697173333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14609.657583874749, tolerance: 7.648373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17279.971042688856, tolerance: 7.472760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15365.784647573653, tolerance: 6.44004 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10460.965190342473, tolerance: 5.0821733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8903.718750068041, tolerance: 4.875133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14180.581619772998, tolerance: 7.4985599999999994 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16908.88062574741, tolerance: 8.010933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15545.658996995968, tolerance: 7.395573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14796.10058209066, tolerance: 7.6065733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15819.243605082847, tolerance: 6.877733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14999.647632372511, tolerance: 7.729493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13153.812817719265, tolerance: 8.03624 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13845.28849495661, tolerance: 6.848533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16870.862681512543, tolerance: 6.972693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15570.165608486464, tolerance: 6.33396 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16510.279336523992, tolerance: 6.840960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13894.478167726964, tolerance: 6.814093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14969.835787062806, tolerance: 7.649133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14537.732553241372, tolerance: 7.161640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16120.803921745073, tolerance: 7.184533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8974.36497456153, tolerance: 5.6442933333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8780.411511844151, tolerance: 5.219973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14273.827523227666, tolerance: 7.493893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15572.838702354822, tolerance: 6.8251333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14572.547439570204, tolerance: 6.957440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11064.58577781415, tolerance: 5.473440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16237.12092143231, tolerance: 6.920373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15652.890149433983, tolerance: 7.216559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14969.835787062835, tolerance: 7.649133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14822.292274126736, tolerance: 7.571040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13722.736419241142, tolerance: 6.733093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9055.771923521354, tolerance: 4.247293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14137.175151398738, tolerance: 7.821173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10931.617510313457, tolerance: 5.563973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9762.035600917543, tolerance: 5.274773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16734.621057170516, tolerance: 7.082159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7053.66773595915, tolerance: 4.577773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15449.330935207494, tolerance: 6.269173333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16744.693665153984, tolerance: 7.00944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14168.126290053748, tolerance: 6.9550399999999994 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13903.72960336475, tolerance: 7.097360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15677.863499374482, tolerance: 7.323093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15546.199143736698, tolerance: 7.617573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16400.903206201776, tolerance: 7.81944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16720.53394671559, tolerance: 7.8365333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15492.260643790607, tolerance: 6.876693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15648.438200814868, tolerance: 7.062893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16489.438403289412, tolerance: 7.36804 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9881.006174810625, tolerance: 5.13696 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16875.18058145143, tolerance: 7.061440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16629.98503948155, tolerance: 7.628773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14035.641535746372, tolerance: 6.864933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14633.111838553228, tolerance: 7.518159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11016.302470380637, tolerance: 5.466933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14811.128466932665, tolerance: 7.208693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14064.43070512415, tolerance: 6.928160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13883.426597323896, tolerance: 7.578773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15448.917519233884, tolerance: 6.688373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14754.86029451447, tolerance: 6.96324 model = cd_fast.enet_coordinate_descent(
2
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10912.817602701376, tolerance: 5.333360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18849.057749502615, tolerance: 7.532640000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17405.73272424848, tolerance: 6.840960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10711.848137763183, tolerance: 5.069159999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16760.971877392538, tolerance: 6.688373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17680.838102144236, tolerance: 7.3832 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15615.181200264586, tolerance: 7.690693333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17708.26118828377, tolerance: 6.9401600000000006 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11692.351004938122, tolerance: 5.357893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18135.36682318604, tolerance: 7.082160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17828.45292579774, tolerance: 6.997093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15379.037426143032, tolerance: 7.277093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16562.41392951801, tolerance: 7.38084 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17870.91184953185, tolerance: 7.997159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16757.372831892593, tolerance: 7.108693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10579.962584165376, tolerance: 4.747773333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15461.87881915171, tolerance: 7.783573333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16245.107919200287, tolerance: 6.9782399999999996 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16235.680678684768, tolerance: 7.2182933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12217.767322221087, tolerance: 5.6016 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17018.63333701644, tolerance: 6.902933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17117.940229346746, tolerance: 6.5890933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17644.51091673982, tolerance: 7.710773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17480.303510481826, tolerance: 6.58624 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15669.345241427169, tolerance: 6.991573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15449.728584583963, tolerance: 6.995440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10733.733806203345, tolerance: 4.78436 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16160.072870604674, tolerance: 7.374693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9912.985894991609, tolerance: 4.5654 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16822.364550178056, tolerance: 5.748373333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15808.448050801135, tolerance: 6.308933333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17682.870059915127, tolerance: 6.715973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16121.984016124992, tolerance: 7.678373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16993.606372318063, tolerance: 7.693973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16533.39888905295, tolerance: 7.745559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17928.586066823354, tolerance: 7.445240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17242.95007007051, tolerance: 7.86504 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17090.441799438184, tolerance: 6.518173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15845.986584887145, tolerance: 6.150493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16342.368434881399, tolerance: 7.000773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18000.459141892316, tolerance: 7.531493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16393.1298339113, tolerance: 7.538360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17860.74784549536, tolerance: 7.446533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15350.113874342906, tolerance: 6.4962 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16668.24471821227, tolerance: 6.850693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12175.51778120025, tolerance: 5.513973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17974.958682493383, tolerance: 7.073760000000003 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16972.042038570777, tolerance: 7.382933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14834.967773248653, tolerance: 6.812893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17644.710929771732, tolerance: 6.964293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18093.23995683078, tolerance: 7.767093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16748.566974155423, tolerance: 7.675173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16976.291796953286, tolerance: 8.058773333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9529.32753535745, tolerance: 5.071439999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11549.150462330786, tolerance: 5.764560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16408.4768987893, tolerance: 6.494560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16734.27846888261, tolerance: 7.764373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16214.028660512264, tolerance: 7.292773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9171.510486328227, tolerance: 5.008439999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11052.497530903629, tolerance: 4.9683600000000006 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16758.003205378154, tolerance: 7.580373333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15619.600366983988, tolerance: 8.167573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17753.63860905579, tolerance: 7.942493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15141.469310742825, tolerance: 8.28156 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17805.402495086142, tolerance: 7.1475333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18074.899121428345, tolerance: 7.276373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16656.339759872248, tolerance: 7.70704 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10576.411426013787, tolerance: 4.880373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12217.767322221089, tolerance: 5.6016 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17992.88430765378, tolerance: 7.4066399999999994 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16733.831797402687, tolerance: 7.881493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16950.304334682314, tolerance: 6.876693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15611.200146613575, tolerance: 6.849573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17044.7026877352, tolerance: 7.294693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15872.061690615777, tolerance: 7.9013599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16260.758384169369, tolerance: 5.784840000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16078.484317989529, tolerance: 6.665893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16736.13235162323, tolerance: 7.975093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17092.261860215982, tolerance: 7.5396 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15461.085176418366, tolerance: 6.459893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16898.965478092945, tolerance: 6.2988 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16201.553335813223, tolerance: 6.950160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17176.512824697442, tolerance: 6.877733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15182.08711247295, tolerance: 7.3184000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16985.004377482448, tolerance: 7.731933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17307.310689374113, tolerance: 7.516293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10259.098746178053, tolerance: 4.868093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7820.129924591619, tolerance: 4.383373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10257.87679503082, tolerance: 4.72964 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16997.14154809965, tolerance: 6.947893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16045.656786289837, tolerance: 6.406973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15983.262017162091, tolerance: 7.290133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16313.393662834857, tolerance: 7.681333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17181.984323378943, tolerance: 6.887973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14742.717483455479, tolerance: 7.048560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9947.296153891559, tolerance: 5.0627733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8025.19966351157, tolerance: 5.309759999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17680.838102144255, tolerance: 7.3832 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17719.530523911282, tolerance: 7.242240000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16075.537077219025, tolerance: 6.636693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.470354665856576, tolerance: 5.061493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.343595493775865, tolerance: 5.1255733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.0166907309649105, tolerance: 5.753333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.600966303023597, tolerance: 5.618839999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17718.681224627107, tolerance: 6.5436000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18487.757073059343, tolerance: 6.475160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20312.384686635545, tolerance: 7.28944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18035.565943497597, tolerance: 7.584533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19806.83070769966, tolerance: 7.124640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10282.743681758517, tolerance: 4.2472933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19347.81003034078, tolerance: 6.941133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19909.980830368047, tolerance: 7.820293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19988.992064570164, tolerance: 7.742693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9333.17724056781, tolerance: 4.021773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12199.611989815732, tolerance: 4.716693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16407.965848887085, tolerance: 7.023360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19257.162038737097, tolerance: 6.863573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17209.738389504473, tolerance: 7.1412 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9655.711651565824, tolerance: 4.285773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18374.47481292802, tolerance: 7.534773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17032.119175147618, tolerance: 6.822493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18385.061529232884, tolerance: 7.479733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12596.43610609278, tolerance: 5.477373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19249.442999978863, tolerance: 7.395573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18007.8384846316, tolerance: 7.291600000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18202.09969508631, tolerance: 6.967893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18423.39388266016, tolerance: 7.528239999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17996.978338632067, tolerance: 6.494559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12796.276466382496, tolerance: 5.2755600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18381.185516541085, tolerance: 6.44004 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18992.03628956598, tolerance: 6.932373333333334 model = cd_fast.enet_coordinate_descent(
3
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17535.315573924632, tolerance: 7.898293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17481.66103773513, tolerance: 7.946773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17699.6511193403, tolerance: 7.577333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16797.143484301138, tolerance: 6.956373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19620.712844634192, tolerance: 7.9133733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17821.571617185888, tolerance: 7.2190933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19320.327999160312, tolerance: 6.672573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19928.67161808714, tolerance: 7.2489333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17682.762270863328, tolerance: 6.830773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17945.405666607385, tolerance: 6.0642000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18533.76848187293, tolerance: 7.306560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20803.50722221812, tolerance: 7.5326400000000024 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19684.867769563796, tolerance: 7.7417733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18884.775422195788, tolerance: 7.150893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19189.42737987237, tolerance: 7.795093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13871.13510475714, tolerance: 5.688373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13034.343480080337, tolerance: 5.653573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17110.850531639277, tolerance: 6.905293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19063.060252662195, tolerance: 6.552533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18452.85713789421, tolerance: 6.831973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19449.029945440383, tolerance: 7.86504 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18010.220384499436, tolerance: 6.688733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11528.441072462034, tolerance: 5.1756 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20308.93593443263, tolerance: 7.526800000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17219.86263886648, tolerance: 7.487093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13380.651987914938, tolerance: 5.730293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18240.09241196672, tolerance: 7.817093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18288.975403766264, tolerance: 6.945173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20096.93387388671, tolerance: 7.4319333333333315 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18935.889454521228, tolerance: 6.736560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13830.837712758486, tolerance: 5.726773333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19633.549882075728, tolerance: 6.992773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18782.059814254615, tolerance: 7.187493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17739.41052190522, tolerance: 6.904173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13501.604868909226, tolerance: 5.308133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20625.321625842873, tolerance: 8.047373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18561.191559341816, tolerance: 7.494000000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20220.851311617713, tolerance: 7.501360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19513.37866324192, tolerance: 7.0082933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11776.433654585944, tolerance: 4.67844 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18356.306357972622, tolerance: 7.392960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18281.7979216162, tolerance: 6.700093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17389.053961082824, tolerance: 7.8794400000000016 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13252.087467090123, tolerance: 5.664960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18639.679843370104, tolerance: 7.4969600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19805.426765107302, tolerance: 7.326133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20252.902352691577, tolerance: 7.389893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10969.271300835342, tolerance: 4.247293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19885.85238440519, tolerance: 7.819440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17887.375957920194, tolerance: 7.021533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19314.164026649705, tolerance: 6.9447600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18973.39110367008, tolerance: 7.575893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12548.501531044723, tolerance: 5.082773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17927.289064279565, tolerance: 6.282893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19470.146698214812, tolerance: 6.907733333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19512.73013551512, tolerance: 7.021533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17165.289015963426, tolerance: 6.337973333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20251.67022053443, tolerance: 8.063893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9627.421806240667, tolerance: 5.272373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19388.92395279243, tolerance: 6.9572 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17839.683273274648, tolerance: 7.793040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20410.030698958126, tolerance: 7.68184 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18941.49728566943, tolerance: 7.220933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18545.858767819904, tolerance: 7.174773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19017.20481266424, tolerance: 7.427573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18201.592901989654, tolerance: 6.725093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12895.684063712912, tolerance: 5.951573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17794.410748072067, tolerance: 6.83304 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13357.332308264373, tolerance: 5.343839999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18340.336160087973, tolerance: 6.69344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18954.64489533676, tolerance: 7.211573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19313.196937099325, tolerance: 6.8222933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18057.719847446097, tolerance: 7.511360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.046699660342711, tolerance: 5.6659733333333335 model = cd_fast.enet_coordinate_descent(
4
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20038.715392512288, tolerance: 6.8604 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15562.071941428021, tolerance: 5.851893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13400.811345606518, tolerance: 5.112240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20087.383183363727, tolerance: 5.8784 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21804.314619893266, tolerance: 7.467973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14083.919785911754, tolerance: 4.96836 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20897.42704757185, tolerance: 6.73044 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21804.771487307808, tolerance: 7.729493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21457.81585479349, tolerance: 7.544373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19924.980352586033, tolerance: 7.53984 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20669.39426470559, tolerance: 6.5368933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14532.628095651815, tolerance: 5.786773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13758.47582474758, tolerance: 5.149733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21074.47680055232, tolerance: 6.6830933333333356 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22635.366659171246, tolerance: 8.052973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22699.372750511062, tolerance: 8.193973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22205.7315868366, tolerance: 7.277373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13302.264532003534, tolerance: 5.204893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13053.487351931532, tolerance: 5.101333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21052.94595424934, tolerance: 7.821173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22016.95323476746, tolerance: 7.480893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21568.48699422776, tolerance: 7.428560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21958.87662762432, tolerance: 7.062093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20777.327578585937, tolerance: 8.331240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21557.159907517722, tolerance: 7.002093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12744.556045920948, tolerance: 5.358293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13889.489609479431, tolerance: 4.694973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20752.357589372823, tolerance: 8.186173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21940.087643300918, tolerance: 7.290240000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12391.72114720509, tolerance: 4.2956933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21513.494751949813, tolerance: 7.401173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14605.955349429707, tolerance: 6.220373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21567.927144246292, tolerance: 6.897560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22789.974913586033, tolerance: 8.064773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22123.90714706293, tolerance: 7.286040000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23441.63972570133, tolerance: 7.7283599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21524.333597048484, tolerance: 6.92744 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20376.81771375441, tolerance: 6.700093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22569.668938730058, tolerance: 7.554240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15812.041602101848, tolerance: 5.889173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21705.90966079194, tolerance: 7.181093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20250.794200148244, tolerance: 6.928773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22414.116276641467, tolerance: 7.6900933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20549.94850403622, tolerance: 6.862573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22963.44322234705, tolerance: 7.661573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20390.875598823368, tolerance: 6.865493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13785.354981791515, tolerance: 5.194773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21001.895050948948, tolerance: 6.504133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15567.111098187805, tolerance: 5.616173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21596.679169329775, tolerance: 6.922640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21251.274333181085, tolerance: 6.578573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21617.68166969834, tolerance: 7.656373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21204.696913316242, tolerance: 6.822773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20356.37228071641, tolerance: 6.657493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20742.745749352987, tolerance: 6.850693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22039.873347015586, tolerance: 7.1783600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21668.089152488494, tolerance: 6.87996 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23208.145994126644, tolerance: 7.606400000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21484.86877585049, tolerance: 6.905573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22783.42276002002, tolerance: 7.370893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20273.318880625066, tolerance: 6.3986 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19455.411242485472, tolerance: 6.939493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19612.00530511129, tolerance: 6.501240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12718.239656660193, tolerance: 4.984160000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20764.0324054577, tolerance: 6.728533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20754.928062825118, tolerance: 7.990533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14555.112744910668, tolerance: 5.732960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21458.647902735793, tolerance: 7.537440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23080.378233998337, tolerance: 7.562133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21116.776134407577, tolerance: 7.581893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21288.40035897393, tolerance: 8.391973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22025.419724589847, tolerance: 7.907893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21773.26322401165, tolerance: 6.969760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13450.31661793086, tolerance: 4.747773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20116.480918165234, tolerance: 7.314773333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20599.725303953008, tolerance: 7.095173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14145.096723091568, tolerance: 5.021373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19500.74813263933, tolerance: 6.345773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23266.06856454794, tolerance: 7.7576 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21742.695439252275, tolerance: 7.8722400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19921.501093251216, tolerance: 6.351240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18784.602137422055, tolerance: 6.721133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12204.071054675864, tolerance: 4.259373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21403.675246056566, tolerance: 7.210693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22016.953234767458, tolerance: 7.480893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23288.62831931687, tolerance: 7.697093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21084.02137980121, tolerance: 6.485759999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19125.570938517085, tolerance: 6.039160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21869.25767978447, tolerance: 7.893573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20971.290963201227, tolerance: 7.8384 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21086.892654371226, tolerance: 6.427733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20236.255272500686, tolerance: 6.845360000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19580.83743558937, tolerance: 6.441133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21289.411695728424, tolerance: 6.911093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21851.567425760826, tolerance: 7.415093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22767.161228177167, tolerance: 7.341493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20846.671981992946, tolerance: 6.677973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21470.319750172202, tolerance: 7.194293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15777.424478076848, tolerance: 5.881333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20908.122819276115, tolerance: 7.69184 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.168360417919757, tolerance: 4.898773333333334 model = cd_fast.enet_coordinate_descent(
5
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23611.794825100336, tolerance: 6.880693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25253.02313896074, tolerance: 7.813173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17311.014479597252, tolerance: 5.8742399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22976.5128529247, tolerance: 7.0174933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21404.868156701898, tolerance: 6.0827599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24334.009016236414, tolerance: 7.229173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24313.69505054494, tolerance: 7.498560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23510.36882845372, tolerance: 7.448773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25751.458202650756, tolerance: 8.0976 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23942.08853651002, tolerance: 7.038773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24964.36293458527, tolerance: 7.942559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24515.614909430995, tolerance: 7.662373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22965.4400611558, tolerance: 6.924973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24008.65041691123, tolerance: 7.172093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25165.751545707586, tolerance: 7.8048 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22999.248454989764, tolerance: 7.427093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17778.81377484903, tolerance: 5.621360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25322.86915501298, tolerance: 7.813573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14979.704162331029, tolerance: 4.821373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24480.42768181915, tolerance: 7.1836 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14162.61901328349, tolerance: 4.408333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14780.901881282016, tolerance: 4.395133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22797.600915244155, tolerance: 6.8274 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25914.207716463956, tolerance: 8.397093333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26119.718402265364, tolerance: 7.939533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25459.05328430875, tolerance: 7.458173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15557.824071298612, tolerance: 4.907133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16410.683612099205, tolerance: 5.155733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15761.325380465547, tolerance: 5.24364 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15326.479826556515, tolerance: 4.890493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24693.48797021277, tolerance: 7.581933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23252.814711024846, tolerance: 6.723733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25782.88226636002, tolerance: 8.125573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17634.178618947095, tolerance: 5.51424 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17952.547849662507, tolerance: 5.703600000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24616.477280380062, tolerance: 7.2953600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23835.322477789705, tolerance: 6.8094933333333305 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14969.738713368817, tolerance: 4.928893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21824.664297309944, tolerance: 6.089693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15672.132678192864, tolerance: 4.845973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25218.58513300022, tolerance: 8.035173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26729.92619337985, tolerance: 8.366533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17360.37034867025, tolerance: 5.948160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16422.730256413466, tolerance: 5.136960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23211.672197950116, tolerance: 7.3751733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25209.087300419713, tolerance: 7.413493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25423.032055406675, tolerance: 7.67904 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24293.330194569695, tolerance: 7.724533333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15262.253730308898, tolerance: 4.846773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20711.372016423207, tolerance: 5.595093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23801.782398691517, tolerance: 6.863573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23260.151043045233, tolerance: 6.8256000000000006 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24200.57800291705, tolerance: 6.97464 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22313.737934330944, tolerance: 6.743733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23217.121144015597, tolerance: 6.5726933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25120.69067720705, tolerance: 7.4142 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13999.412503792151, tolerance: 4.52004 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17390.134358438707, tolerance: 5.7308 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24622.78605191965, tolerance: 7.5646933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25053.348455437896, tolerance: 7.861093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17359.79291886571, tolerance: 5.871093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25648.053417998726, tolerance: 7.658933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23470.132297631735, tolerance: 6.89176 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23511.964182185777, tolerance: 7.388960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25615.747746493857, tolerance: 8.211 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23632.730209356905, tolerance: 6.759893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22915.688613111117, tolerance: 6.69344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23455.099045527837, tolerance: 6.964293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24515.093717669915, tolerance: 7.538360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22933.884719327987, tolerance: 6.552533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25367.026371477652, tolerance: 7.86504 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22359.4104395446, tolerance: 6.815493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22316.233036808262, tolerance: 6.377040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17723.83041319753, tolerance: 5.79456 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22024.698076726458, tolerance: 6.146093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23243.976339194738, tolerance: 7.2262933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25432.07799360175, tolerance: 7.8426 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23928.295252355696, tolerance: 7.358160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21803.339176805806, tolerance: 6.0642000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25800.16127827616, tolerance: 7.472759999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25899.07125359161, tolerance: 7.8365333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24958.874892362554, tolerance: 7.375093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23412.403533512246, tolerance: 6.848159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23857.9532077154, tolerance: 7.3853599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25364.65328202914, tolerance: 7.792373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26121.299311632494, tolerance: 8.193973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23555.52250357231, tolerance: 6.723173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15742.119920990215, tolerance: 5.179373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23356.161373967378, tolerance: 6.921933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25153.5295542484, tolerance: 7.445240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15999.940818578154, tolerance: 5.128373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23139.3795441336, tolerance: 6.931493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23178.88569987733, tolerance: 7.223173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23813.928774281754, tolerance: 6.954173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24129.997289408493, tolerance: 7.5902933333333324 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21815.013566226313, tolerance: 6.414960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23601.344300084653, tolerance: 6.882960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24739.736381336585, tolerance: 7.435893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22080.886614972234, tolerance: 6.578373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23867.420818347637, tolerance: 7.428960000000001 model = cd_fast.enet_coordinate_descent(
6
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25276.67941833513, tolerance: 6.5118 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29058.088377707034, tolerance: 8.097933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26392.520844806575, tolerance: 6.9263733333333315 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15924.947070351933, tolerance: 4.367693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17753.619180605052, tolerance: 5.061493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26114.360237515735, tolerance: 6.921933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24862.437325608567, tolerance: 6.392893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17436.734085075077, tolerance: 4.9424 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27083.7786143874, tolerance: 7.545093333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24616.02475276127, tolerance: 6.3575333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16086.753890142574, tolerance: 4.414973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24227.95731024176, tolerance: 6.481133333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27983.467644460332, tolerance: 7.827893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27519.52632924819, tolerance: 7.142173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16581.44782624961, tolerance: 4.6387333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27609.306150387492, tolerance: 7.3556 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28825.920781631547, tolerance: 7.9241600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24810.55050920319, tolerance: 6.643800000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25563.371182810533, tolerance: 6.661573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27017.847882405953, tolerance: 7.1475333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26743.564716245823, tolerance: 7.366573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28484.3292354116, tolerance: 7.821733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25505.11233836157, tolerance: 6.836693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17894.34421522567, tolerance: 5.077893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28494.699696397332, tolerance: 7.543893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24711.753132493388, tolerance: 6.512693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26738.52768475201, tolerance: 7.351173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20651.435879139695, tolerance: 5.82504 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27079.147754106074, tolerance: 7.280973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27471.40826216496, tolerance: 7.2918933333333324 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28472.49891848679, tolerance: 7.590093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27277.48536915995, tolerance: 7.29536 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28421.012433996875, tolerance: 7.8048 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15780.703438475974, tolerance: 4.247293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26920.60447637345, tolerance: 7.58064 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28164.145381124523, tolerance: 7.942293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23715.666892065434, tolerance: 5.8784 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24930.800882478427, tolerance: 6.797760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27366.994437852398, tolerance: 7.819893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28769.81227156734, tolerance: 8.2796 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23705.286924123095, tolerance: 5.999573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27766.61137100589, tolerance: 7.343173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17292.026240289062, tolerance: 4.76664 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27643.681207151716, tolerance: 7.59216 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27643.49508721755, tolerance: 7.196693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18333.271604581816, tolerance: 5.3053333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19437.611763314522, tolerance: 5.678240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27892.93261371646, tolerance: 7.619893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28372.948107645887, tolerance: 7.907893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23805.70831186584, tolerance: 6.23604 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27016.50013283414, tolerance: 6.954160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27186.36865520226, tolerance: 7.179093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19566.82429393028, tolerance: 5.480293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26258.858274872655, tolerance: 6.923533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27924.157827737763, tolerance: 7.677973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24920.761139647864, tolerance: 6.939093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18128.674211886475, tolerance: 4.953173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28165.371129853957, tolerance: 7.492239999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18323.257892639253, tolerance: 5.1858933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27201.00669103112, tolerance: 7.377893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28196.9005597451, tolerance: 7.566373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22974.818180317863, tolerance: 5.776559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28260.81902437674, tolerance: 7.9462399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27871.927492371873, tolerance: 7.32224 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26557.42581000998, tolerance: 7.445493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28113.244299020145, tolerance: 7.389893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27398.66115177756, tolerance: 7.29536 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16667.804186602483, tolerance: 4.967493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29261.81932575185, tolerance: 8.167893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29112.09009399612, tolerance: 8.08356 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18309.276816766833, tolerance: 5.395440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26744.53550895079, tolerance: 6.969760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20140.81427123795, tolerance: 6.099573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25387.316198281245, tolerance: 6.875893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27066.09859251126, tolerance: 7.358160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17622.576139647404, tolerance: 4.880373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18209.57759366631, tolerance: 5.123773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26877.30074553004, tolerance: 7.197493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28330.02353635851, tolerance: 7.830133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14739.081374800795, tolerance: 4.1141733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25070.453751654983, tolerance: 6.469533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16314.463428932586, tolerance: 4.574093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23882.98693908704, tolerance: 6.089693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20458.014885186112, tolerance: 6.169973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26492.065155421187, tolerance: 7.458693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17028.537798623445, tolerance: 4.7514 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29584.248039658825, tolerance: 7.928133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18999.07161289141, tolerance: 5.300400000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27643.681207151716, tolerance: 7.59216 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20696.645579275653, tolerance: 6.07736 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25845.45787007422, tolerance: 6.710533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28884.81781570081, tolerance: 7.747973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28038.733073805895, tolerance: 7.581240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27669.09607859463, tolerance: 7.397040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19843.148679803402, tolerance: 5.610733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17794.551295529396, tolerance: 4.956 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26908.324637264308, tolerance: 7.073760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29743.021818220157, tolerance: 8.15736 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23958.492180493984, tolerance: 6.267693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14858.041019401177, tolerance: 4.245240000000001 model = cd_fast.enet_coordinate_descent(
7
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27560.207300497, tolerance: 6.68136 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32483.730317674992, tolerance: 8.341893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28476.70239033206, tolerance: 7.117440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29886.001023639885, tolerance: 7.4836 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25910.398484273304, tolerance: 6.197533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22506.066726177356, tolerance: 5.718773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30792.76132377497, tolerance: 7.76024 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31875.423345697112, tolerance: 7.92324 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28993.091148947155, tolerance: 7.1534 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27948.683311114713, tolerance: 6.7780933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31977.73953983309, tolerance: 7.869093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19027.437512121247, tolerance: 4.78284 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30444.722171752393, tolerance: 7.428373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29004.339577705043, tolerance: 7.144933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28902.745019136422, tolerance: 7.114533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29211.29464262166, tolerance: 7.051200000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20007.08188061017, tolerance: 5.30976 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28994.43009291064, tolerance: 7.223173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30672.669558912003, tolerance: 7.5094933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29004.475244610814, tolerance: 7.018973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31312.45388672389, tolerance: 7.896960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28029.92112220774, tolerance: 6.84176 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28530.790289788536, tolerance: 7.012773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26826.099894889147, tolerance: 6.441693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28614.07681411093, tolerance: 7.039973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27214.590050210794, tolerance: 6.589733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28946.086838868458, tolerance: 7.153333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18838.01467644351, tolerance: 4.73604 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30350.000792714054, tolerance: 7.375093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26478.07130129594, tolerance: 6.406973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28202.40051881591, tolerance: 6.812573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21771.616187524036, tolerance: 5.422373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28181.35130507944, tolerance: 6.9224000000000006 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23938.13867511062, tolerance: 5.595093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20310.719170134304, tolerance: 5.081759999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27261.007269272992, tolerance: 6.529893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28010.244750523907, tolerance: 6.990773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27241.28945012446, tolerance: 6.50784 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30556.461633891846, tolerance: 7.410133333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26269.89209945183, tolerance: 6.350173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20383.50745867261, tolerance: 5.156173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30015.85792255337, tolerance: 7.4672 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28038.37165796837, tolerance: 6.9366933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31362.616828160186, tolerance: 7.74684 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28186.44549008858, tolerance: 6.823173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33203.73865200115, tolerance: 8.356333333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19636.51765851037, tolerance: 4.936773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25401.000397785876, tolerance: 6.018973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30943.969944485558, tolerance: 7.5138933333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29532.743177284334, tolerance: 7.1985600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22353.332825534697, tolerance: 5.684973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19387.619662500958, tolerance: 4.842173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22030.53487084074, tolerance: 5.678893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30480.235796827496, tolerance: 7.510133333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29551.09809724555, tolerance: 7.183333333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30998.98951096341, tolerance: 7.649133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22497.480063408853, tolerance: 5.7308 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27608.259021140802, tolerance: 6.926373333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20587.347660563737, tolerance: 5.229839999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21627.590760938743, tolerance: 5.380160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31628.27011850494, tolerance: 8.05496 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29252.1424801383, tolerance: 7.34444 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31493.799444297532, tolerance: 7.850840000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29268.929959307912, tolerance: 7.208693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22050.39592958628, tolerance: 5.670773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28017.23907015884, tolerance: 6.927973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28540.74369846395, tolerance: 6.973840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25239.913167341165, tolerance: 5.948573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22073.55126824381, tolerance: 5.528640000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27902.385037763877, tolerance: 6.918893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30156.57129272721, tolerance: 7.521173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28502.00268381337, tolerance: 7.107360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21480.838070657497, tolerance: 5.430359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29035.616757271797, tolerance: 7.181533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28993.091148947133, tolerance: 7.1534 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19980.90559347008, tolerance: 5.079173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27345.377220375332, tolerance: 6.812893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30335.03377213762, tolerance: 7.597733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29903.910986020597, tolerance: 7.4198400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20329.17120138632, tolerance: 5.11944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28915.197433449204, tolerance: 6.9312000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29272.345096252073, tolerance: 7.179093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29719.39761006322, tolerance: 7.5614933333333365 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30176.10547975455, tolerance: 7.693493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19867.027624428356, tolerance: 4.885373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28330.943798147506, tolerance: 6.812973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30467.438196258227, tolerance: 7.564693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29450.694960625962, tolerance: 7.189973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31307.311336830753, tolerance: 7.658933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31623.590382498835, tolerance: 7.819440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26067.636716946607, tolerance: 6.21684 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29815.929617397032, tolerance: 7.451173333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30562.104345859236, tolerance: 7.413493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30318.203443735256, tolerance: 7.32224 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27044.38107150969, tolerance: 6.3626933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29858.42458540559, tolerance: 7.29536 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26976.228079308796, tolerance: 6.3504000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30188.12594645535, tolerance: 7.3445333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29684.71709819765, tolerance: 7.38976 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27622.818569159146, tolerance: 6.760893333333334 model = cd_fast.enet_coordinate_descent(
8
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31843.859480802796, tolerance: 7.2444933333333354 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18459.851592593506, tolerance: 4.26084 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22021.187301469796, tolerance: 5.283893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27894.261986958754, tolerance: 6.319933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23908.2583899046, tolerance: 5.598773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30618.18579149766, tolerance: 6.897893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34276.460229759934, tolerance: 7.795093333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30654.758394657176, tolerance: 6.9866 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30939.025539554328, tolerance: 7.018000000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19511.272823641382, tolerance: 4.530173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34225.42056966186, tolerance: 7.942559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31833.377213873053, tolerance: 7.427093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28193.597267367208, tolerance: 6.357533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27458.238932357057, tolerance: 6.206173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33396.21335977042, tolerance: 7.794240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30387.901376758073, tolerance: 6.798293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27757.297060076817, tolerance: 6.2454 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31240.928873225508, tolerance: 7.1757599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32077.238430481993, tolerance: 7.311173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33034.363943499804, tolerance: 7.524533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35399.7168458221, tolerance: 8.31497333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32049.058225906843, tolerance: 7.294773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29430.964574193094, tolerance: 6.624293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21053.40113029025, tolerance: 4.822133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32200.114919079577, tolerance: 7.382560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34356.757623476165, tolerance: 7.975093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32094.871935852745, tolerance: 7.402293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23420.25418274719, tolerance: 5.452293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31521.15366133665, tolerance: 7.079573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30311.956059138825, tolerance: 6.9299333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31969.755403498217, tolerance: 7.513440000000003 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25465.51659966175, tolerance: 6.072693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28884.644818378027, tolerance: 6.675959999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31207.45717114772, tolerance: 7.051200000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31866.02913583903, tolerance: 7.2325333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31639.924888131653, tolerance: 7.372173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33885.34928976517, tolerance: 7.76304 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34125.45129486077, tolerance: 7.757733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30481.637777745775, tolerance: 6.990960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30553.68781011914, tolerance: 6.978240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31589.48119334037, tolerance: 7.308973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31264.426941140326, tolerance: 7.111493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27780.190846217774, tolerance: 6.367773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24230.849348228166, tolerance: 5.653573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31678.486282575897, tolerance: 7.375173333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31155.741333481827, tolerance: 7.148133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25296.793296177915, tolerance: 6.021173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28881.67209434887, tolerance: 6.490093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33141.27636966416, tolerance: 7.734160000000003 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28440.87335778984, tolerance: 6.351733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31917.403490099397, tolerance: 7.2881599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29021.077482830187, tolerance: 6.604373333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31714.346938261857, tolerance: 7.370933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31231.83143869009, tolerance: 7.111973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23479.27477991162, tolerance: 5.452293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33831.849372581964, tolerance: 7.8048 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31016.512704774297, tolerance: 7.056533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30665.44820266963, tolerance: 6.985573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33724.23106039341, tolerance: 7.819093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22076.228968320367, tolerance: 5.099493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33292.28044242448, tolerance: 7.548559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29478.290017463343, tolerance: 6.6516 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32517.90263735876, tolerance: 7.441973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31001.056523313702, tolerance: 7.057573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32551.59834704753, tolerance: 7.475373333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34995.1346775939, tolerance: 8.032773333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30156.472991213406, tolerance: 6.864560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23121.11323831203, tolerance: 5.343839999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32379.951141129022, tolerance: 7.305093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28712.792295640844, tolerance: 6.47516 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28528.178057518006, tolerance: 6.50124 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30599.705848551133, tolerance: 6.932373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28580.362326649014, tolerance: 6.433893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31991.934414042527, tolerance: 7.276373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33573.9122958151, tolerance: 7.754773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33772.846680184855, tolerance: 7.834773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30885.9818073044, tolerance: 6.9601333333333315 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30042.5912397539, tolerance: 6.927973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25081.331766378746, tolerance: 5.8704 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30713.78419800786, tolerance: 7.080773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22892.503025031325, tolerance: 5.330773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34125.45129486078, tolerance: 7.757733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21442.926737950987, tolerance: 5.080373333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22941.326594417747, tolerance: 5.289973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31477.199415135252, tolerance: 7.132893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34073.39424802145, tolerance: 7.939039999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27947.715262812635, tolerance: 6.320573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30667.133253202082, tolerance: 6.937493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31998.07532356481, tolerance: 7.3928 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21739.909259340515, tolerance: 5.081093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35219.580391390205, tolerance: 8.319893333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21516.604249831897, tolerance: 4.9399733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32897.29505812918, tolerance: 7.49224 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23700.4948645875, tolerance: 5.47344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34034.898893026846, tolerance: 7.831573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31019.042577066797, tolerance: 7.1136 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21388.942312279956, tolerance: 4.90236 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23025.459042709073, tolerance: 5.322933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29688.192882369163, tolerance: 6.670173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32350.235923058848, tolerance: 7.367893333333334 model = cd_fast.enet_coordinate_descent(
9
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34008.231287129005, tolerance: 7.428559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32684.918679094004, tolerance: 7.078533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34437.98455852418, tolerance: 7.555573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26743.075336865866, tolerance: 5.90864 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35511.76373713473, tolerance: 7.7792400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31234.786628832328, tolerance: 6.814093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33169.252672788476, tolerance: 7.303093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35068.8055229678, tolerance: 7.6866933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22053.51953488829, tolerance: 4.8594 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32595.57335463694, tolerance: 7.0581733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30790.24686882876, tolerance: 6.6516 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33472.9796767509, tolerance: 7.350133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34331.70180476677, tolerance: 7.580640000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26460.280582173105, tolerance: 5.675933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33640.89593728735, tolerance: 7.318293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34706.770022316574, tolerance: 7.628 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33044.293986944096, tolerance: 7.179093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31837.27043216199, tolerance: 6.931493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28414.651501440323, tolerance: 6.134933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24745.671206395833, tolerance: 5.487333333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33492.45604091504, tolerance: 7.2902400000000025 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37246.18807012171, tolerance: 8.211 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32899.856082757105, tolerance: 7.164359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25005.818479652866, tolerance: 5.50064 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30318.470805058263, tolerance: 6.596573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32187.702266708915, tolerance: 6.9866 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36682.74168350054, tolerance: 8.052293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24745.671206395833, tolerance: 5.487333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35285.47244123312, tolerance: 7.731933333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31340.618187822478, tolerance: 6.8523733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32371.916740487417, tolerance: 7.0082933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34565.707246764614, tolerance: 7.538640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26485.38475463476, tolerance: 5.903733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34155.087286164926, tolerance: 7.4854933333333324 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31177.76284792259, tolerance: 6.740373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21871.72011775852, tolerance: 4.7628933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32081.54140926045, tolerance: 7.023733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35365.79643523769, tolerance: 7.764373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29868.787820906015, tolerance: 6.406293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31761.834947114316, tolerance: 6.8448 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33248.85658040553, tolerance: 7.200133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23160.69219844509, tolerance: 5.07096 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33306.43680065011, tolerance: 7.272240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34053.98188837538, tolerance: 7.459093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30778.985665224398, tolerance: 6.726360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33245.91516712086, tolerance: 7.25464 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31031.377085055898, tolerance: 6.734493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25197.156867356138, tolerance: 5.536373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33202.33543663007, tolerance: 7.159893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33176.25494124203, tolerance: 7.163093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31230.253763412464, tolerance: 6.782693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32093.724747063963, tolerance: 6.943840000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19953.816229471864, tolerance: 4.368440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22489.09805102499, tolerance: 4.9652400000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31400.948760848292, tolerance: 6.871733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23326.477829476724, tolerance: 5.097133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31230.253763412446, tolerance: 6.782693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31620.744859445098, tolerance: 6.884893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38286.66112466054, tolerance: 8.481373333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31331.684258937366, tolerance: 6.8287733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34465.839094938994, tolerance: 7.462293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25636.00088982772, tolerance: 5.703360000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27861.628335292953, tolerance: 6.026173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38033.21485903539, tolerance: 8.422493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31095.69658230213, tolerance: 6.736093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31066.10546072471, tolerance: 6.682133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21371.891056914603, tolerance: 4.715773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23456.47237744391, tolerance: 5.136893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30499.1716856375, tolerance: 6.589093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30103.53235238151, tolerance: 6.496173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32026.948287868017, tolerance: 6.922640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35596.14147443144, tolerance: 7.775093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35719.56813903549, tolerance: 7.8102 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34370.035578442774, tolerance: 7.583573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35143.5381779988, tolerance: 7.648373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27403.18716212551, tolerance: 5.876573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23021.63870618716, tolerance: 5.045093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34348.273254531916, tolerance: 7.463760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36213.89399195873, tolerance: 7.999173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32955.992621081896, tolerance: 7.20104 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31330.155037413737, tolerance: 6.848533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26950.676053285653, tolerance: 5.958293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37076.12916139955, tolerance: 8.131440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28299.968430824425, tolerance: 6.082173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35962.09290215565, tolerance: 7.930293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33277.75473441573, tolerance: 7.314773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32065.088783644147, tolerance: 6.937493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35925.525315826286, tolerance: 7.907893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29601.31986006545, tolerance: 6.415773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31438.976970530093, tolerance: 6.849573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35265.81779978718, tolerance: 7.70696 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32194.103102213274, tolerance: 6.987493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35264.42582722246, tolerance: 7.661493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37064.52678816798, tolerance: 8.201093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33190.8975847253, tolerance: 7.199173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32443.65805840119, tolerance: 7.003093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36185.1516469094, tolerance: 7.926133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29504.882322311278, tolerance: 6.408173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33022.75636518938, tolerance: 7.1911733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29448.187905466115, tolerance: 6.39196 model = cd_fast.enet_coordinate_descent(
fig = plot_gridsearch(gridsearch_highcorr)
fig.savefig(OUTPUT_DIR + "manual_gridsearch_highcorr.pdf")
plot_gridsearch(manual_gridsearch("form_first_discharge_capacity_ah", yvar70))
0
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15967.85211610431, tolerance: 4.855693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23702.15667389461, tolerance: 6.9181333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24453.744358675875, tolerance: 7.377893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17729.901226370635, tolerance: 5.411693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23516.274678660877, tolerance: 6.867493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23601.577434604253, tolerance: 7.578773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24901.103719665865, tolerance: 7.527200000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15569.979539338912, tolerance: 5.268000000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17496.419309897356, tolerance: 5.512133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23333.492806306436, tolerance: 7.217173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23715.524386110024, tolerance: 7.094373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24668.34141933313, tolerance: 7.475533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22741.33727288418, tolerance: 6.924773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24953.717142705507, tolerance: 7.584693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21623.71438467903, tolerance: 6.215773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23133.760368478266, tolerance: 6.6974 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24328.10835395324, tolerance: 7.083973333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25483.62319272507, tolerance: 8.193973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26704.483434932365, tolerance: 8.063293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21496.590665965196, tolerance: 6.08664 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24562.51400686583, tolerance: 7.104293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22568.82663336861, tolerance: 6.848640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23396.056448780153, tolerance: 6.760893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23248.658799733188, tolerance: 7.223173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25074.273029874817, tolerance: 7.666293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25914.776121719282, tolerance: 8.09436 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23404.575409759487, tolerance: 7.3234400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24517.07679109674, tolerance: 7.210693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23965.827063657332, tolerance: 7.695893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24731.614254307515, tolerance: 7.213839999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23537.93176993893, tolerance: 6.95744 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23929.91679490581, tolerance: 7.561893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16543.656146043322, tolerance: 5.229839999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21810.64254228699, tolerance: 6.350173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23679.9756005139, tolerance: 6.847173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25956.18147210314, tolerance: 7.844773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24095.782490452562, tolerance: 7.370933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25182.900753470447, tolerance: 7.792373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23815.686784133646, tolerance: 7.458773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24593.298365848583, tolerance: 7.2953600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24979.579541612497, tolerance: 8.039173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26019.22908578856, tolerance: 7.948093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16528.68007509077, tolerance: 5.120373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21813.191486394462, tolerance: 6.956373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24265.51036544011, tolerance: 7.3268 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23805.301428055056, tolerance: 7.45664 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17301.623558362277, tolerance: 5.230773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24010.508783562487, tolerance: 7.228373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23165.011614826795, tolerance: 6.728533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23124.29303453452, tolerance: 7.445493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21064.481696318293, tolerance: 5.8784 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16148.43470524382, tolerance: 4.9068933333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16165.83357499474, tolerance: 4.936773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18107.995884394397, tolerance: 5.528640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21753.861171827695, tolerance: 6.251293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24777.121240537348, tolerance: 7.4672 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21061.385924092945, tolerance: 5.948573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25278.173588130863, tolerance: 7.521360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25373.748772084706, tolerance: 7.431933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26041.177031910338, tolerance: 7.767093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13734.486549800462, tolerance: 4.144573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23481.720751503668, tolerance: 7.3434 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22322.378228134752, tolerance: 6.3626933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24943.111979355723, tolerance: 7.586373333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25232.198822617145, tolerance: 7.28944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18063.58249039302, tolerance: 5.597293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21281.0729046666, tolerance: 6.459893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16503.923382255794, tolerance: 5.08116 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23625.853870671788, tolerance: 7.128773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25935.573689741665, tolerance: 8.028293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24525.125598083883, tolerance: 7.41024 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21503.277192864363, tolerance: 6.639093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22690.101119736297, tolerance: 6.428173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24429.61139237967, tolerance: 7.053093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24824.558833307085, tolerance: 7.527559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17996.082239412273, tolerance: 5.73296 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23522.416470365646, tolerance: 6.713173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24528.57849718404, tolerance: 7.153359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24397.455803329998, tolerance: 7.689933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23332.795774140406, tolerance: 6.7825733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23574.479044763568, tolerance: 7.5443733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25243.831650835375, tolerance: 7.6158399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24745.466061586725, tolerance: 7.731933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24626.976699758652, tolerance: 7.4075733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23644.2803604659, tolerance: 7.025093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24704.034152284636, tolerance: 7.328293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24398.065740703052, tolerance: 6.997093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23219.349986373792, tolerance: 7.2262933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22052.606135772898, tolerance: 6.849573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25322.514600061808, tolerance: 7.760373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22951.63688518717, tolerance: 6.624293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23209.678845841525, tolerance: 7.2048000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13892.165423850996, tolerance: 4.187 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24231.861966678094, tolerance: 7.575893333333334 model = cd_fast.enet_coordinate_descent(
1
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30055.274564109044, tolerance: 8.012933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27315.51618191633, tolerance: 7.6584 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26530.674289221795, tolerance: 6.9758400000000025 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25183.48027196544, tolerance: 6.812893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28213.321950610123, tolerance: 7.609933333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26519.204536642676, tolerance: 7.025093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24316.21752167789, tolerance: 6.269173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25366.201685694603, tolerance: 6.72636 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26688.494357864045, tolerance: 7.123533333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16111.892067357887, tolerance: 4.351293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27597.20393478426, tolerance: 7.179493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27546.671623973678, tolerance: 7.341600000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27604.654401380514, tolerance: 7.393440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28261.897403468443, tolerance: 7.468293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27117.647692143706, tolerance: 7.05256 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25049.19893644233, tolerance: 6.6538400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29249.043702083072, tolerance: 7.767173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17176.31460356312, tolerance: 4.58916 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20633.123884877867, tolerance: 5.5894933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27631.61167947748, tolerance: 7.649973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23183.480316346133, tolerance: 5.940840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24598.2646098559, tolerance: 6.689733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28273.59682072328, tolerance: 7.656960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27890.375222158036, tolerance: 7.677973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27448.71627416712, tolerance: 7.2001333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27323.768338289916, tolerance: 7.494000000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26532.988669220438, tolerance: 6.879933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22993.10404108425, tolerance: 5.924973333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21212.65206378796, tolerance: 5.873240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27598.666782142427, tolerance: 7.553893333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29061.92857031749, tolerance: 7.850840000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17050.654758458993, tolerance: 4.912893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26644.02939489402, tolerance: 7.272240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29938.757802250504, tolerance: 8.209200000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26986.784355309886, tolerance: 7.068373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27739.110676097025, tolerance: 7.276773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26109.306219671165, tolerance: 6.902933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18488.36719920175, tolerance: 4.923093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26174.042426034088, tolerance: 6.867360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19718.662264930375, tolerance: 5.756373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29361.425936623502, tolerance: 8.193973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26002.35421043273, tolerance: 6.760893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24976.776246998925, tolerance: 6.815493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24780.87745062747, tolerance: 6.293039999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25567.76376038845, tolerance: 7.002293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29049.052058847872, tolerance: 8.203373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23651.74784665787, tolerance: 6.0642000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29424.362360453575, tolerance: 8.378160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29459.702432983486, tolerance: 8.228933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26419.778937650957, tolerance: 6.8630933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26443.133321190027, tolerance: 6.892093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29797.107687452648, tolerance: 7.961640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27180.208464239626, tolerance: 7.456639999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28740.099949159056, tolerance: 7.821733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26273.332567713303, tolerance: 6.887093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25646.890022227904, tolerance: 6.655573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28610.04461949831, tolerance: 7.532533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29932.549532059016, tolerance: 8.22104 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26716.993267703896, tolerance: 6.9110933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24680.65575378164, tolerance: 6.265493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23711.052910988263, tolerance: 6.089693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17754.838988731888, tolerance: 5.149173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20943.114141911272, tolerance: 5.703600000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28388.799719751012, tolerance: 7.509493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25331.835871888, tolerance: 6.605773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26778.135217141782, tolerance: 7.612159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16162.164296257819, tolerance: 4.340573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19087.954042631627, tolerance: 5.140093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18564.772123926276, tolerance: 5.088 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21440.11970537836, tolerance: 5.889173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25529.64407233513, tolerance: 6.652559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29072.04912733106, tolerance: 8.243573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26232.62462659286, tolerance: 7.189173333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28946.908902705116, tolerance: 7.907893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27750.97937995554, tolerance: 7.634293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27546.671623973678, tolerance: 7.341600000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28122.551662385675, tolerance: 7.693973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24744.999493393836, tolerance: 6.44004 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26318.10569805262, tolerance: 6.781533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25198.50932898639, tolerance: 6.468693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27363.99825555089, tolerance: 7.147533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27302.159109524724, tolerance: 7.1651733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28161.55180407626, tolerance: 7.7088 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26592.66841846879, tolerance: 6.932373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25389.790800145995, tolerance: 6.5518 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25597.795096702554, tolerance: 7.117439999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25902.687515509984, tolerance: 6.7582933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22784.01252756162, tolerance: 5.86116 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29247.938858957117, tolerance: 7.799573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16342.13151973208, tolerance: 4.395133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28518.64493638897, tolerance: 7.8610933333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26135.86614235969, tolerance: 6.8184933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24158.882016648622, tolerance: 6.421440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18064.679471643874, tolerance: 5.323573333333334 model = cd_fast.enet_coordinate_descent(
2
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22182.29556986183, tolerance: 5.426240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30069.292627475406, tolerance: 7.42944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27657.227178946283, tolerance: 6.636293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22296.93663436008, tolerance: 5.527093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32175.83764657652, tolerance: 7.939533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29819.855127422852, tolerance: 7.222693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28119.306591466164, tolerance: 6.707160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30046.06216129209, tolerance: 7.3094399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30824.207414485038, tolerance: 7.404800000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29418.17408444788, tolerance: 7.114533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21879.614193362595, tolerance: 5.357893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32227.107901171654, tolerance: 8.031893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28255.467474817535, tolerance: 6.713173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27044.23796690238, tolerance: 6.454400000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19678.428808499204, tolerance: 4.804773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22984.092646395227, tolerance: 5.871093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28261.21087097627, tolerance: 6.7911600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18317.47442412394, tolerance: 4.475773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21041.86475173727, tolerance: 5.147133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26500.70206401452, tolerance: 6.42144 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32020.957675592737, tolerance: 7.939040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29882.817561426487, tolerance: 7.362773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28277.883860446815, tolerance: 6.906973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19008.965318361817, tolerance: 4.67844 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29158.028762976508, tolerance: 7.019533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30726.009492358375, tolerance: 7.694293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32745.74494726843, tolerance: 8.15304 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28403.121122122477, tolerance: 6.847893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21184.113343160043, tolerance: 5.26584 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29090.433672246454, tolerance: 6.959573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19701.47894185173, tolerance: 4.796093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28124.397449954216, tolerance: 6.835440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30799.942052225768, tolerance: 7.534773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20014.6881313277, tolerance: 4.902360000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30211.221019020813, tolerance: 7.479733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32202.922495259525, tolerance: 7.930293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23849.390184074866, tolerance: 5.962773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20157.99184374126, tolerance: 4.885373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30101.59917512764, tolerance: 7.439893333333337 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31694.53440415401, tolerance: 7.7818933333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30848.141404977563, tolerance: 7.5396 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31270.90868085871, tolerance: 7.78464 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29617.19789617896, tolerance: 7.073760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31212.137642294, tolerance: 7.819093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30727.49917403622, tolerance: 7.690133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27552.985755087026, tolerance: 6.55804 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32142.812404412398, tolerance: 8.039173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27632.812733197643, tolerance: 6.619773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28026.401744354447, tolerance: 6.904173333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28454.15194358605, tolerance: 6.966373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29886.340091336162, tolerance: 7.511360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23485.365281301813, tolerance: 5.787373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26205.345959991566, tolerance: 6.2454 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25820.75167382838, tolerance: 6.146093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20006.536848348675, tolerance: 4.89576 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31006.298144456763, tolerance: 7.494693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26038.144776590176, tolerance: 6.114773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28428.9452256795, tolerance: 6.809173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30394.69678223187, tolerance: 7.305093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30890.759515987444, tolerance: 7.518559999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25448.407370563407, tolerance: 6.02244 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29776.636830282114, tolerance: 7.150893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32233.969349051284, tolerance: 7.917573333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30651.082031234015, tolerance: 7.58064 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32130.810089274433, tolerance: 7.7999333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29158.02876297651, tolerance: 7.019533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29855.56704321786, tolerance: 7.3689599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25419.27776539696, tolerance: 6.026173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28194.79796689844, tolerance: 6.77424 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27670.32670238264, tolerance: 6.610173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26795.124623977867, tolerance: 6.362693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27154.04176629345, tolerance: 6.675960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31821.863891010093, tolerance: 7.706293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30727.499174036217, tolerance: 7.690133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30653.661848659343, tolerance: 7.471093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33238.26012599001, tolerance: 8.44124 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31220.541816413475, tolerance: 7.7088 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30368.14292846711, tolerance: 7.375173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31290.102773144, tolerance: 7.533573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28370.557472649434, tolerance: 6.788573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28867.910083007733, tolerance: 6.974640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29148.680174275956, tolerance: 6.9632000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32277.516301609015, tolerance: 7.964640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30019.165902280016, tolerance: 7.21184 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28281.241005762196, tolerance: 6.710533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30221.143934202453, tolerance: 7.2596933333333356 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27707.66860391479, tolerance: 6.5726933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29955.667150200603, tolerance: 7.259573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26187.791369047216, tolerance: 6.41496 model = cd_fast.enet_coordinate_descent(
3
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21779.615750817356, tolerance: 4.978773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34903.43841719971, tolerance: 8.1114 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34502.91879497451, tolerance: 7.8886933333333324 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28283.781654685165, tolerance: 6.404973333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33782.80434645869, tolerance: 7.843093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22378.040885530514, tolerance: 5.097133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22040.352782823138, tolerance: 5.036933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34361.79540916268, tolerance: 7.7828 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22306.545969390998, tolerance: 5.11524 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30954.40038070052, tolerance: 6.960040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31352.483390677866, tolerance: 7.026773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33167.64064716842, tolerance: 7.4796933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30498.975933415724, tolerance: 6.842693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32543.48637410688, tolerance: 7.393440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30682.506664749035, tolerance: 6.905573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26795.496097319836, tolerance: 5.98236 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33325.55997531513, tolerance: 7.584693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21560.364357880135, tolerance: 4.928893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33823.56115063773, tolerance: 7.661493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33471.14002280457, tolerance: 7.636293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29577.26724837649, tolerance: 6.639840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32384.68886249234, tolerance: 7.385173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31506.140315273275, tolerance: 7.134733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32627.739629438307, tolerance: 7.361893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33901.908434643534, tolerance: 7.719493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27480.964353172225, tolerance: 6.2814000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33547.9890821845, tolerance: 7.670293333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36516.30216130245, tolerance: 8.524933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22409.834157324978, tolerance: 5.149733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32315.61005483625, tolerance: 7.409493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31512.479155428537, tolerance: 7.073760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24924.447529979112, tolerance: 5.7236 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25364.36600457612, tolerance: 5.839573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33600.70561451507, tolerance: 7.668533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22062.329118495465, tolerance: 5.0181733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32310.77013575884, tolerance: 7.270839999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30420.700238435657, tolerance: 6.840960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27984.508780228287, tolerance: 6.2578933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33174.36891269529, tolerance: 7.655893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29389.79302446655, tolerance: 6.596573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32460.055629504557, tolerance: 7.356933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36532.83731440402, tolerance: 8.583773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31375.85357253877, tolerance: 7.055293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27198.764724525387, tolerance: 6.0737733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29971.93288796334, tolerance: 6.7182933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32006.67391649993, tolerance: 7.350133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29608.186508869054, tolerance: 6.657493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33828.08227800085, tolerance: 7.8230400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31718.971442413975, tolerance: 7.111973333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24700.567566583763, tolerance: 5.646293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32218.31180717341, tolerance: 7.39896 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28713.21902864831, tolerance: 6.4962 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32820.41147365935, tolerance: 7.421973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19866.40379124563, tolerance: 4.542093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33661.33649275862, tolerance: 7.630373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33921.3455914568, tolerance: 7.803840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30348.862411553764, tolerance: 6.8598 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25870.422507292496, tolerance: 5.783373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34340.23383722253, tolerance: 7.828693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35468.24883143847, tolerance: 8.10656 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33328.81659940247, tolerance: 7.517573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28196.755745126637, tolerance: 6.3024933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34478.52055585885, tolerance: 7.871973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33661.33649275862, tolerance: 7.630373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31525.637922778333, tolerance: 7.0684933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25852.354018014543, tolerance: 6.099573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30329.51783092264, tolerance: 6.8184933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35618.55408386044, tolerance: 8.212333333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30856.976166314267, tolerance: 6.922573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33459.94500884908, tolerance: 7.615160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35320.62332005486, tolerance: 8.218173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30853.650325151215, tolerance: 6.946933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29768.367048966542, tolerance: 6.676893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34555.1605952413, tolerance: 8.019573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32736.57197023832, tolerance: 7.561493333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30336.6016300073, tolerance: 6.796893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32742.395032590062, tolerance: 7.521173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32553.270519148853, tolerance: 7.395573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25659.674798014938, tolerance: 5.889173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31836.645094861982, tolerance: 7.240773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34506.113235577955, tolerance: 7.836533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21208.76303513738, tolerance: 4.802173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30969.982759164854, tolerance: 6.988733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36193.39646374127, tolerance: 8.44124 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32529.785685842755, tolerance: 7.443173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29479.147513070726, tolerance: 6.60564 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30264.400971251816, tolerance: 6.77184 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33095.37709588789, tolerance: 7.527560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27895.157150769155, tolerance: 6.251893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22908.612459161013, tolerance: 5.229359999999999 model = cd_fast.enet_coordinate_descent(
4
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32426.476850487288, tolerance: 6.973173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29864.650512080912, tolerance: 6.4864933333333346 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34967.56416277885, tolerance: 7.622960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32229.86580553623, tolerance: 6.964533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33248.41270413599, tolerance: 7.183333333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29624.754827082026, tolerance: 6.381293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31756.87999680965, tolerance: 6.868773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23313.940152526597, tolerance: 5.069133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31905.57248856652, tolerance: 6.924773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24041.647531166036, tolerance: 5.220693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29558.84974318226, tolerance: 6.387933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21920.4094989111, tolerance: 4.754093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22072.678021283846, tolerance: 4.799573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37789.438064046684, tolerance: 8.314493333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32872.49217079201, tolerance: 7.111493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31052.916598459007, tolerance: 6.66644 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34988.70296044227, tolerance: 7.5865333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33075.62458032195, tolerance: 7.124639999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22676.351491118294, tolerance: 4.907133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35628.51283627274, tolerance: 7.706293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37183.39078546795, tolerance: 8.13204 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29982.95774997133, tolerance: 6.453573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31816.52054407337, tolerance: 6.842693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36362.38242524729, tolerance: 7.9138399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32722.161405830364, tolerance: 7.1412 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34132.25344929167, tolerance: 7.4415733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35055.6014835893, tolerance: 7.603533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27467.54366943882, tolerance: 5.893693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35946.85107104854, tolerance: 7.830133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33224.37671487326, tolerance: 7.156693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29369.264765895365, tolerance: 6.319933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34455.88667400711, tolerance: 7.471093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33154.92320681558, tolerance: 7.219093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34042.01883786051, tolerance: 7.428960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32954.43957044412, tolerance: 7.104933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20834.202755930542, tolerance: 4.516093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32764.55945459505, tolerance: 7.089240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32906.33882325241, tolerance: 7.115040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31554.74969466813, tolerance: 6.796373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24145.730192569477, tolerance: 5.2342933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31344.74080620054, tolerance: 6.727360000000003 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35836.178294280246, tolerance: 7.753560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31609.075173236037, tolerance: 6.848533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35783.9530597317, tolerance: 7.7866399999999985 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23544.685320316585, tolerance: 5.11944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25212.537332072232, tolerance: 5.480293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34592.21246094156, tolerance: 7.537440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35362.00468985111, tolerance: 7.681333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33105.10203817784, tolerance: 7.177573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29552.21955301639, tolerance: 6.345373333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23495.323337344827, tolerance: 5.189493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34971.97261729887, tolerance: 7.548559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36207.0941208554, tolerance: 7.946773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31987.010427597263, tolerance: 6.89176 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31344.740806200545, tolerance: 6.727360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34672.22612439087, tolerance: 7.563973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27582.463718360388, tolerance: 5.911933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32502.03300632916, tolerance: 7.025093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26158.66039218303, tolerance: 5.718373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22498.16290480182, tolerance: 4.883133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31531.97039459508, tolerance: 6.788573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25841.36487880878, tolerance: 5.62136 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23313.94015252659, tolerance: 5.069133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22459.090624859233, tolerance: 4.872093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31822.552128235297, tolerance: 6.834293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35120.343608549396, tolerance: 7.694293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34751.170988442136, tolerance: 7.503173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34018.26664427003, tolerance: 7.382933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22613.03532960842, tolerance: 4.912973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33105.10203817784, tolerance: 7.177573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29929.321171834046, tolerance: 6.436493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30239.62982488855, tolerance: 6.5436000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26307.838411897712, tolerance: 5.726773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35291.45936014479, tolerance: 7.734 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35183.75446408801, tolerance: 7.706893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28384.57285403338, tolerance: 6.08976 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25590.991573818814, tolerance: 5.46336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35050.22687248514, tolerance: 7.562133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36727.479404186844, tolerance: 8.031893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37858.92913337836, tolerance: 8.356893333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35623.88329629477, tolerance: 7.6992 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23153.798946732397, tolerance: 5.047573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35400.03890201539, tolerance: 7.753173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30615.22019520987, tolerance: 6.647040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33350.50713837074, tolerance: 7.189893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22473.676865781687, tolerance: 4.868693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32163.301064812553, tolerance: 6.911093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37202.53582374522, tolerance: 8.063293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36216.33344300493, tolerance: 7.9133733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31497.120030829996, tolerance: 6.871733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34522.39973365165, tolerance: 7.485493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26955.11152087921, tolerance: 5.896693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24537.554495708733, tolerance: 5.400293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31781.200981935966, tolerance: 6.87264 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32887.223230123716, tolerance: 7.089360000000001 model = cd_fast.enet_coordinate_descent(
5
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36402.4664527194, tolerance: 7.662373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32917.948258819764, tolerance: 6.956373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21557.433198766947, tolerance: 4.542093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33558.34453534459, tolerance: 7.039973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26272.756047429528, tolerance: 5.528640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32353.770320005468, tolerance: 6.775493333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33362.5194638211, tolerance: 6.987493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25866.37942002866, tolerance: 5.443573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27716.551015350342, tolerance: 5.776560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31832.858758430528, tolerance: 6.664693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22201.590748601102, tolerance: 4.66596 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34420.20467100869, tolerance: 7.212773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38218.472976706944, tolerance: 8.029040000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29966.621740698884, tolerance: 6.2466 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39366.42707692928, tolerance: 8.287173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33612.54088390295, tolerance: 7.058693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32648.73636671555, tolerance: 6.82824 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34274.52465727431, tolerance: 7.181039999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34215.74352620327, tolerance: 7.181533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31589.155126235826, tolerance: 6.64704 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36924.43099616846, tolerance: 7.751493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23573.964296971182, tolerance: 4.961333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33892.49139857465, tolerance: 7.128533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35977.89464090303, tolerance: 7.552933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34946.96348476804, tolerance: 7.366573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32898.84045449101, tolerance: 6.943893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36082.00531602447, tolerance: 7.58296 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27139.120618266414, tolerance: 5.7174933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32017.4771650159, tolerance: 6.700093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38845.6403932243, tolerance: 8.25396 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19721.35847393433, tolerance: 4.148733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24069.60035732836, tolerance: 5.079173333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33701.646137850315, tolerance: 7.094160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37311.209541682416, tolerance: 7.887493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26908.08078929564, tolerance: 5.6676 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33279.17891274977, tolerance: 6.971973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24307.674309518883, tolerance: 5.11944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32360.19006510543, tolerance: 6.7818000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32928.943916302946, tolerance: 6.918773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33032.715642958814, tolerance: 6.9501333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38214.99465149373, tolerance: 8.083559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37792.94394708236, tolerance: 7.990533333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38903.04247935499, tolerance: 8.203640000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25739.022404363062, tolerance: 5.429173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31727.66549648985, tolerance: 6.635173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39684.287142633104, tolerance: 8.422493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22162.479904480457, tolerance: 4.651773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37232.97188761306, tolerance: 7.835933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25563.46491972706, tolerance: 5.378173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33310.49733468337, tolerance: 7.003893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34180.496226231364, tolerance: 7.20144 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30626.992800235046, tolerance: 6.409693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33327.232121296875, tolerance: 6.993573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36054.79525794367, tolerance: 7.587773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35173.39753367622, tolerance: 7.389760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33544.86880039155, tolerance: 7.0144 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35861.17232686972, tolerance: 7.517573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38388.07591123444, tolerance: 8.11856 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31943.27119783128, tolerance: 6.7235733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24307.67430951888, tolerance: 5.11944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20755.853740180544, tolerance: 4.367693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35601.13033999883, tolerance: 7.485440000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25866.379420028657, tolerance: 5.443573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38191.41172709009, tolerance: 8.026773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38782.958823025714, tolerance: 8.22164 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32177.4500973096, tolerance: 6.77844 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37452.022616965034, tolerance: 7.887173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25670.339043357017, tolerance: 5.414160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37531.2458210897, tolerance: 7.946240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25805.941742717587, tolerance: 5.430360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33963.344949064805, tolerance: 7.1290933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23394.116960550833, tolerance: 4.928893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33362.5194638211, tolerance: 6.987493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33128.68063315086, tolerance: 6.931493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37850.755444788956, tolerance: 8.019573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32701.33011601934, tolerance: 6.897773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36281.99756547636, tolerance: 7.631733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36354.24424340551, tolerance: 7.673493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32431.21051056575, tolerance: 6.792400000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29059.60853469242, tolerance: 6.171093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23367.521703172006, tolerance: 4.907133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32548.099725069875, tolerance: 6.821573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33465.736839884215, tolerance: 6.997093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38518.913138162374, tolerance: 8.150293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32834.07152164667, tolerance: 6.906973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32201.2800194354, tolerance: 6.740093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32778.607184563625, tolerance: 6.890960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23573.964296971182, tolerance: 4.961333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37922.45370286999, tolerance: 8.035173333333333 model = cd_fast.enet_coordinate_descent(
6
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24913.1436734617, tolerance: 5.149733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33690.26150961205, tolerance: 6.9501333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38304.90309070173, tolerance: 7.916173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35958.171828645565, tolerance: 7.420133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33915.8139037465, tolerance: 7.0002933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29311.435139218353, tolerance: 6.022893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34047.413530453465, tolerance: 6.997093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39058.118542665994, tolerance: 8.08356 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33750.326927907416, tolerance: 6.963240000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35064.02643714836, tolerance: 7.216373333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35598.83883800702, tolerance: 7.328693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35482.87636332024, tolerance: 7.304533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35138.11955558498, tolerance: 7.2334933333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38164.19550761929, tolerance: 7.869093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27202.50661034997, tolerance: 5.614933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33476.48169057724, tolerance: 6.883560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33002.13980112426, tolerance: 6.78364 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38783.25669310987, tolerance: 7.992800000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37445.22637983853, tolerance: 7.726693333333337 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34862.18236911141, tolerance: 7.181533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34511.12757981097, tolerance: 7.125893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37076.33840781227, tolerance: 7.649573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32109.560611911904, tolerance: 6.595973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37214.939869294634, tolerance: 7.690693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21529.75380822762, tolerance: 4.437693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28673.123806023657, tolerance: 5.959733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30568.517782599, tolerance: 6.282893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35523.317618329784, tolerance: 7.325893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25457.819641535767, tolerance: 5.259133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35064.51852221639, tolerance: 7.228373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40968.085321641716, tolerance: 8.497733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36923.162457042046, tolerance: 7.617573333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25049.312560633934, tolerance: 5.181093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34625.96486408816, tolerance: 7.1328933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36603.17509506945, tolerance: 7.562160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34377.57675934789, tolerance: 7.069173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35884.59839468756, tolerance: 7.424960000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32578.96111228936, tolerance: 6.703560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37432.71086408372, tolerance: 7.743360000000003 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29125.832195880463, tolerance: 6.055733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30931.551236109262, tolerance: 6.357533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34105.48389498834, tolerance: 7.041373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34873.915130158995, tolerance: 7.201973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32254.592887323557, tolerance: 6.636293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33040.637261521515, tolerance: 6.796373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33679.61864689608, tolerance: 6.950160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32709.246258880557, tolerance: 6.720133333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35055.544182245234, tolerance: 7.239573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25741.88709237565, tolerance: 5.308560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32110.690999795126, tolerance: 6.595973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31658.154837614493, tolerance: 6.53424 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34041.65849031583, tolerance: 7.001893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33714.89353383681, tolerance: 6.931493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35035.49095931113, tolerance: 7.220133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39140.78327589121, tolerance: 8.104440000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38298.25176644946, tolerance: 7.930133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35975.75195850098, tolerance: 7.445493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36278.36043841483, tolerance: 7.4644933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36486.972193129644, tolerance: 7.537440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35194.39136446092, tolerance: 7.252773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34279.673085011185, tolerance: 7.050133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33161.64229515227, tolerance: 6.835440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36191.28722972766, tolerance: 7.473493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25965.67661772612, tolerance: 5.357893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37120.98435150587, tolerance: 7.65 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32544.34110509203, tolerance: 6.688733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39638.762041550726, tolerance: 8.201293333333338 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28520.396506564968, tolerance: 5.855893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37271.867958249386, tolerance: 7.7126 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38211.33905670292, tolerance: 7.887173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29819.2325476718, tolerance: 6.127933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32899.63621765959, tolerance: 6.792293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31088.682375211647, tolerance: 6.404973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24317.434350271622, tolerance: 5.015160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25072.674338849167, tolerance: 5.1821600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38268.26648701978, tolerance: 7.920000000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31619.24848612109, tolerance: 6.500773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41368.18179485783, tolerance: 8.594693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37033.06412444074, tolerance: 7.652773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39042.96624635563, tolerance: 8.064973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36540.67797826252, tolerance: 7.563840000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38623.39740202857, tolerance: 7.961640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31254.08957269645, tolerance: 6.421773333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38130.192711902855, tolerance: 7.87224 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39041.60616107667, tolerance: 8.050293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35361.693087745036, tolerance: 7.276773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32836.068268732975, tolerance: 6.749533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28791.224697293368, tolerance: 5.958293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34948.34510629434, tolerance: 7.194293333333335 model = cd_fast.enet_coordinate_descent(
7
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39418.8298414152, tolerance: 8.054293333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36781.34534891094, tolerance: 7.487333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33860.54004416525, tolerance: 6.884693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27718.576783849712, tolerance: 5.653573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28114.52992343836, tolerance: 5.738933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25756.861734732553, tolerance: 5.268000000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22831.09526829768, tolerance: 4.652093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35008.76950426215, tolerance: 7.120933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36075.46850364942, tolerance: 7.356933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25022.3176191389, tolerance: 5.102373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26143.1763732993, tolerance: 5.326773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35168.49796603141, tolerance: 7.174773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24921.27887296352, tolerance: 5.079093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36002.456303173385, tolerance: 7.329973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35290.27912705084, tolerance: 7.177973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26747.224106753027, tolerance: 5.452293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32434.09388105447, tolerance: 6.596573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38296.8803452052, tolerance: 7.813573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26494.632461235542, tolerance: 5.400773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40633.280463521165, tolerance: 8.299573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37275.57632368328, tolerance: 7.590093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22513.73776693854, tolerance: 4.594493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35832.713849532825, tolerance: 7.2953600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19100.49110455825, tolerance: 3.8933733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35050.69678817338, tolerance: 7.149293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39442.02832997552, tolerance: 8.052293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36108.343609008545, tolerance: 7.351373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39258.386622318154, tolerance: 8.01036 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25114.00767981944, tolerance: 5.123773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31903.711845484246, tolerance: 6.502800000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36408.836531883026, tolerance: 7.426693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34211.92610179657, tolerance: 6.9572 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31145.464682165835, tolerance: 6.339733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36638.886822314875, tolerance: 7.464373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20150.514997546194, tolerance: 4.106733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37429.93438081975, tolerance: 7.628933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34387.376723245485, tolerance: 7.015973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33836.995455652424, tolerance: 6.9011733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34482.19580264919, tolerance: 7.0245733333333344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38692.958724581746, tolerance: 7.8966 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37864.844923639626, tolerance: 7.725093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39587.94951922355, tolerance: 8.08356 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31469.92620003332, tolerance: 6.39296 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33630.89972957316, tolerance: 6.837893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21707.402005326167, tolerance: 4.4213733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33948.98638993997, tolerance: 6.926373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30295.5682752214, tolerance: 6.161493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35912.373081882695, tolerance: 7.306960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34400.00620747399, tolerance: 7.023359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37660.08219786123, tolerance: 7.690133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33887.39949828782, tolerance: 6.905293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28924.892505281878, tolerance: 5.9036 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31512.06169255815, tolerance: 6.409693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33950.97585224981, tolerance: 6.931040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34692.15194466198, tolerance: 7.074239999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34712.76957089175, tolerance: 7.078133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36971.20666116153, tolerance: 7.525973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25691.37435733336, tolerance: 5.2342933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34243.42589351168, tolerance: 6.964293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31563.928367432327, tolerance: 6.4194933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37403.09725855533, tolerance: 7.611293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36337.211025404955, tolerance: 7.395760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37112.58306826161, tolerance: 7.565173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38934.80917492176, tolerance: 7.939693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38066.917438849145, tolerance: 7.751493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31452.62699864262, tolerance: 6.404973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37270.19968579647, tolerance: 7.597573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36649.94666302245, tolerance: 7.473493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36294.55308499906, tolerance: 7.3929599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34336.76299470996, tolerance: 6.988733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31070.93953337231, tolerance: 6.319933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36760.85670707739, tolerance: 7.490293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36594.529279221286, tolerance: 7.447893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36963.940644330505, tolerance: 7.524533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38775.095662958505, tolerance: 7.907893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24186.758775555347, tolerance: 4.930493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36341.39422016761, tolerance: 7.407573333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39106.288978345656, tolerance: 7.98204 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34065.77218796743, tolerance: 6.9298 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37274.857967250726, tolerance: 7.590093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33046.96910237584, tolerance: 6.73044 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34918.54349960598, tolerance: 7.115040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30741.952056037862, tolerance: 6.251293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37592.54905350886, tolerance: 7.662373333333334 model = cd_fast.enet_coordinate_descent(
8
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26518.079882485763, tolerance: 5.364733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36555.95988821992, tolerance: 7.387893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34026.22270350438, tolerance: 6.875133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28477.549999904324, tolerance: 5.775733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37394.04429765082, tolerance: 7.565173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38712.60138234741, tolerance: 7.843093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34275.61311665211, tolerance: 6.926373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36764.67624592152, tolerance: 7.445493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37010.75458362863, tolerance: 7.485493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31418.42582393327, tolerance: 6.345773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31329.52634801212, tolerance: 6.329159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35191.22013984895, tolerance: 7.110973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32576.064271599065, tolerance: 6.582493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37009.66859163111, tolerance: 7.491093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35745.08883448439, tolerance: 7.224933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32323.392885932517, tolerance: 6.52944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36931.13588498276, tolerance: 7.4748 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39764.84144244944, tolerance: 8.052293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38709.47398364973, tolerance: 7.831573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41769.14558456079, tolerance: 8.463000000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34308.42045395402, tolerance: 6.931493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24706.496681401688, tolerance: 5.008293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36527.53989898976, tolerance: 7.3928 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37774.2811545974, tolerance: 7.649973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25880.888554261146, tolerance: 5.2342933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23469.548388954114, tolerance: 4.747133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29676.864427101635, tolerance: 6.013173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32095.009217402123, tolerance: 6.485760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34201.131959959734, tolerance: 6.921093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31661.530377046853, tolerance: 6.4000933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39655.80263494402, tolerance: 8.029173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36931.13588498277, tolerance: 7.4748 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34698.43175421622, tolerance: 7.00944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24605.601249098778, tolerance: 4.978773333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34354.57837483264, tolerance: 6.9501599999999994 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38556.00948667607, tolerance: 7.795973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39593.844712013626, tolerance: 8.020693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40859.206276443634, tolerance: 8.278933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33500.69527261379, tolerance: 6.77844 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28168.904101233245, tolerance: 5.7 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26420.21850894675, tolerance: 5.343839999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34228.06648597309, tolerance: 6.9310399999999985 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34518.90930780949, tolerance: 6.990293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38509.715002173754, tolerance: 7.792373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31279.228606394405, tolerance: 6.319933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37021.401592683986, tolerance: 7.487493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36661.714370202346, tolerance: 7.420373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30152.12746882457, tolerance: 6.08976 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38709.47398364973, tolerance: 7.831573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40757.3555677277, tolerance: 8.24964 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20581.026624717582, tolerance: 4.16316 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36699.329724165866, tolerance: 7.422373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36257.06698302092, tolerance: 7.328693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31527.317291359104, tolerance: 6.374493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38621.93848766833, tolerance: 7.819093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34142.165627674105, tolerance: 6.897560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28005.528193969643, tolerance: 5.667893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41449.60783423429, tolerance: 8.398973333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21944.81391960094, tolerance: 4.437693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35046.4625290463, tolerance: 7.083893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37513.808861578604, tolerance: 7.597733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33409.3534638547, tolerance: 6.759840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33241.26114385837, tolerance: 6.722373333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34247.86753588879, tolerance: 6.931560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37971.52849176927, tolerance: 7.690133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34577.88112341612, tolerance: 6.987493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38489.89535469818, tolerance: 7.785733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37410.93950926138, tolerance: 7.563573333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37991.35195410012, tolerance: 7.69104 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36186.8827467055, tolerance: 7.315560000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31704.016402197594, tolerance: 6.40956 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33234.90457836703, tolerance: 6.715973333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36757.38408468927, tolerance: 7.429840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35608.18125551295, tolerance: 7.195200000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38415.626789653885, tolerance: 7.767093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30257.390128457188, tolerance: 6.116360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34528.56220288034, tolerance: 6.977773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33839.27483881887, tolerance: 6.841493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32248.419349372896, tolerance: 6.516093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29569.960505204675, tolerance: 5.99136 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34084.63553972098, tolerance: 6.8908933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24613.640787911256, tolerance: 4.978893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26648.03523226007, tolerance: 5.400293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33385.986805779925, tolerance: 6.7510400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34996.235278359585, tolerance: 7.07264 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38986.15313165272, tolerance: 7.888693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37411.14876667105, tolerance: 7.562773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39156.16197149825, tolerance: 7.93056 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29181.923277838967, tolerance: 5.893693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37250.76391943612, tolerance: 7.533840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23883.662128664368, tolerance: 4.830893333333334 model = cd_fast.enet_coordinate_descent(
9
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34736.03058630259, tolerance: 6.989360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37390.28117055005, tolerance: 7.5266 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41181.66663392253, tolerance: 8.299573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34955.42575477739, tolerance: 7.034493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34511.7001582423, tolerance: 6.9501599999999994 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31783.81271245784, tolerance: 6.392960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28358.334657665997, tolerance: 5.704440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32875.535445552574, tolerance: 6.613973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24596.620069982815, tolerance: 4.953173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33269.60812901975, tolerance: 6.693440000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36989.94420287942, tolerance: 7.44524 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39419.17869859992, tolerance: 7.939693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30270.118928067022, tolerance: 6.08976 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34278.93908073371, tolerance: 6.897560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36756.98663970572, tolerance: 7.403973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26217.500934383115, tolerance: 5.28656 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26157.17997235629, tolerance: 5.2599333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35924.84396420689, tolerance: 7.2325333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25737.191891263745, tolerance: 5.189173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25841.753377476787, tolerance: 5.2052933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26270.57724821395, tolerance: 5.291333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34490.24517253097, tolerance: 6.9401600000000006 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35627.45664992888, tolerance: 7.1761333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37315.18873627156, tolerance: 7.510640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36410.54375330463, tolerance: 7.328693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39468.75899179779, tolerance: 7.9480933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37721.89039397258, tolerance: 7.594293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31695.834181147082, tolerance: 6.37704 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25427.961785573465, tolerance: 5.1272400000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25259.926980308417, tolerance: 5.088933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34982.502548504795, tolerance: 7.038773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24126.88199968041, tolerance: 4.858160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35044.01085147733, tolerance: 7.052760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41537.95535062821, tolerance: 8.372933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31554.336103055783, tolerance: 6.350173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34522.57479986366, tolerance: 6.9467733333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37443.22281520748, tolerance: 7.541893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23588.28078992953, tolerance: 4.749333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27941.98192197879, tolerance: 5.628773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40224.00673247481, tolerance: 8.101373333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37915.328529871054, tolerance: 7.6341333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38659.72607338626, tolerance: 7.7828 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35043.76222778549, tolerance: 7.052760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39058.34995673819, tolerance: 7.86344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38832.71173139059, tolerance: 7.8202933333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41665.83035902823, tolerance: 8.398973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36557.799527699426, tolerance: 7.364693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31492.565847742073, tolerance: 6.335693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35034.49602127029, tolerance: 7.0527733333333344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37953.731477666406, tolerance: 7.6454933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28176.707951979977, tolerance: 5.6819733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40046.92244425608, tolerance: 8.063293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38378.40489669442, tolerance: 7.7292000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33938.12402854262, tolerance: 6.8312 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38059.311151142094, tolerance: 7.66224 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35212.120811442655, tolerance: 7.09104 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33757.17960695231, tolerance: 6.793373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37872.8790986041, tolerance: 7.626160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32326.213668401644, tolerance: 6.50784 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28440.277754867726, tolerance: 5.7308 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34014.70098372366, tolerance: 6.848533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38689.01585650437, tolerance: 7.792373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29704.175094085404, tolerance: 5.984293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33482.17694553638, tolerance: 6.743733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36643.102404840894, tolerance: 7.374693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34039.93240255785, tolerance: 6.850733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38010.05413714003, tolerance: 7.657039999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34244.84001441766, tolerance: 6.89176 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30608.0383714228, tolerance: 6.171093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32002.951489906325, tolerance: 6.440039999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35034.49602127029, tolerance: 7.0527733333333344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34816.333017847915, tolerance: 7.009973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24450.486699827856, tolerance: 4.923493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27813.996165865035, tolerance: 5.6016 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36740.5655999508, tolerance: 7.395360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32734.869877955916, tolerance: 6.58624 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38965.301701893986, tolerance: 7.84764 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25841.753377476787, tolerance: 5.2052933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32290.80289861303, tolerance: 6.502800000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26707.98097792469, tolerance: 5.378173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34136.045755733685, tolerance: 6.86824 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39486.983824355964, tolerance: 7.949760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35407.05036290674, tolerance: 7.124533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35012.20824661285, tolerance: 7.045773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39425.06821091282, tolerance: 7.945559999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38277.56955368792, tolerance: 7.707040000000001 model = cd_fast.enet_coordinate_descent(
gridsearch_veryhighcorr = manual_gridsearch(very_high_corr_form_features, yvar70)
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.764323849660286, tolerance: 5.418493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.41405660233977, tolerance: 5.476093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.727946418832289, tolerance: 5.341173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.777135480104334, tolerance: 8.463000000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.6942217207288195, tolerance: 5.69664 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.236990393750602, tolerance: 5.777173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.229888650283101, tolerance: 5.308133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.889755268628505, tolerance: 5.0388 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.397281607569312, tolerance: 8.256773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.59573506822926, tolerance: 5.136893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.499290829453457, tolerance: 5.818373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.367028763907001, tolerance: 5.597293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.926567172195064, tolerance: 5.616173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.681296397917322, tolerance: 5.513973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.927636580885519, tolerance: 5.527093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.533425641740905, tolerance: 5.82864 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.647135771243484, tolerance: 5.330773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.284708167813733, tolerance: 5.492373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.259018607372127, tolerance: 4.948973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.157851093172212, tolerance: 5.426240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.832677334132313, tolerance: 5.308133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.7517092340458476, tolerance: 5.152640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.948015361589569, tolerance: 5.299773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.4972268220553815, tolerance: 5.062773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.238120175774384, tolerance: 5.660933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.948015361542275, tolerance: 5.299773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.132991210157343, tolerance: 5.274773333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.879927672820486, tolerance: 5.839573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.149220832678111, tolerance: 5.644933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.00249289628664, tolerance: 4.948973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.888009182172027, tolerance: 4.887493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.897907742200914, tolerance: 5.660933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.70979699802956, tolerance: 5.204159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.2448409694970906, tolerance: 4.963893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.222471932380358, tolerance: 5.818373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.891266965421892, tolerance: 5.061493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.892025275365086, tolerance: 6.127573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.7871764983356115, tolerance: 5.480293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.809820904087246, tolerance: 5.7236 model = cd_fast.enet_coordinate_descent(
0
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10815.52817558953, tolerance: 5.6849733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13972.406473728719, tolerance: 6.8287733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15580.477357863594, tolerance: 6.985240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10121.751416271785, tolerance: 4.66596 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11169.680025150365, tolerance: 5.653573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15396.897950658127, tolerance: 7.41344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13620.73955684273, tolerance: 7.356933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9909.539800494167, tolerance: 5.818293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16838.947678213888, tolerance: 7.676693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12726.734730248907, tolerance: 7.467093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10832.677063743815, tolerance: 5.956373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14955.750060825432, tolerance: 7.477560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12910.831655393715, tolerance: 8.2796 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15400.367804537984, tolerance: 7.252773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9143.100569784823, tolerance: 4.400573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13982.69737814184, tolerance: 7.8982399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16099.73067445507, tolerance: 7.531493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10650.641116011384, tolerance: 5.0342400000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16007.957974167624, tolerance: 7.288160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16302.660927033256, tolerance: 8.138373333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11805.755343248862, tolerance: 7.11696 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13874.684204405716, tolerance: 6.574373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12068.801550632774, tolerance: 7.109973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13616.791209671792, tolerance: 5.9291599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7790.963612619924, tolerance: 4.8226933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12801.779135742583, tolerance: 7.513440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7823.243593160946, tolerance: 5.424 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14950.595159739842, tolerance: 6.91604 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12933.199016442451, tolerance: 7.692240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11135.253127711136, tolerance: 5.070960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15577.88184090102, tolerance: 6.428173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15199.571012380351, tolerance: 7.477560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14738.443649579356, tolerance: 6.743773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13953.772275429708, tolerance: 7.05804 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14370.120966843464, tolerance: 6.7885333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14668.964062633688, tolerance: 6.716173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16133.589779876205, tolerance: 7.836533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12740.261324225703, tolerance: 7.962173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16473.549755019078, tolerance: 7.412293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15879.464781278964, tolerance: 6.969760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14361.52158721567, tolerance: 6.871693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16214.598608872508, tolerance: 7.443173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13703.684523041178, tolerance: 7.180133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11189.181040846448, tolerance: 5.049493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13748.39347821916, tolerance: 7.1337600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8521.214475228686, tolerance: 5.9489600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14851.98393254574, tolerance: 6.406973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15820.440530144157, tolerance: 6.959573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14139.108234177342, tolerance: 6.202759999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10836.908863795139, tolerance: 4.990573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15760.853312576026, tolerance: 7.3392 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16136.584078424065, tolerance: 7.3103733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14730.467053078712, tolerance: 6.345373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15133.226545030764, tolerance: 7.681333333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13733.957638670772, tolerance: 7.69896 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14949.626634001694, tolerance: 7.390639999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14917.562028829447, tolerance: 7.828693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11076.052073556206, tolerance: 5.910693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15257.131111842797, tolerance: 6.826293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14946.201040700647, tolerance: 7.8347733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15446.575268720337, tolerance: 7.893573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15131.266972028354, tolerance: 7.607959999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15586.892969641773, tolerance: 7.21184 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15164.076851922127, tolerance: 6.9548000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14307.040267820012, tolerance: 7.275200000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12746.728773324267, tolerance: 7.53984 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14889.310920794716, tolerance: 6.897893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10292.841770855226, tolerance: 4.7086933333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13231.821787023993, tolerance: 7.479733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12990.631977921512, tolerance: 7.436133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8836.945877787513, tolerance: 5.383733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11111.4540675793, tolerance: 6.990293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14273.532078980275, tolerance: 8.010360000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16159.764657221634, tolerance: 7.193173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9710.80307933107, tolerance: 5.179373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13603.189120090887, tolerance: 6.848533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13221.847111880103, tolerance: 8.422493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15606.150531410673, tolerance: 6.985573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13835.195756298555, tolerance: 7.625040000000003 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16158.544695112763, tolerance: 7.320040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9886.984548108778, tolerance: 4.5654 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13574.800096109779, tolerance: 7.384373333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13275.787229980104, tolerance: 6.968 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15523.28938805602, tolerance: 6.655493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14849.500649591611, tolerance: 7.545093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16106.712913951884, tolerance: 7.057573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14936.522729584702, tolerance: 7.552533333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13663.218597657815, tolerance: 7.3206933333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14007.313614158786, tolerance: 6.661573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14067.391628165844, tolerance: 7.650773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16341.712694288799, tolerance: 7.00944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14564.648945031979, tolerance: 6.213893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16156.55244541127, tolerance: 7.885040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12765.708800594162, tolerance: 7.655893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16113.634684765062, tolerance: 6.710533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15952.137384731832, tolerance: 6.960133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15238.519138303775, tolerance: 7.635973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10910.6373599713, tolerance: 5.081759999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15039.547495244045, tolerance: 6.920373333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14567.870506168361, tolerance: 6.645293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.76991779905984, tolerance: 5.045093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.955667423248087, tolerance: 6.127573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.261152023733302, tolerance: 6.005093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.5122480998452374, tolerance: 4.948973333333334 model = cd_fast.enet_coordinate_descent(
1
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16879.012584449, tolerance: 7.373733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17420.59532425568, tolerance: 7.742533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11632.481944680074, tolerance: 5.818293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10864.73685487438, tolerance: 5.650293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16918.418855502245, tolerance: 6.6126933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16956.606403634498, tolerance: 7.4832 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16660.661872841025, tolerance: 6.713773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16388.939024595787, tolerance: 6.33396 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18109.0009279667, tolerance: 7.391573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17223.67648463818, tolerance: 6.571373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16171.00850708434, tolerance: 7.66184 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15759.423390266622, tolerance: 6.735093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17701.9795658712, tolerance: 7.820293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18160.546415607085, tolerance: 7.590093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15663.899761226145, tolerance: 7.765333333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15773.88927594548, tolerance: 6.097933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16335.195306858717, tolerance: 8.036640000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10501.646390992977, tolerance: 5.89776 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10970.038317640872, tolerance: 5.828 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11651.702061925353, tolerance: 5.245893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17683.288719279983, tolerance: 6.94016 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9715.626653886464, tolerance: 5.1294933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15143.723830709107, tolerance: 7.238293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10202.149435092497, tolerance: 5.681973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14857.224636365889, tolerance: 7.7384 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17583.8681754215, tolerance: 6.98064 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18760.380907222807, tolerance: 7.6755733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12825.151255903625, tolerance: 5.2755600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14002.333868670325, tolerance: 6.639093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14973.783990561542, tolerance: 6.400093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17269.088913799307, tolerance: 6.705133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16604.395623391003, tolerance: 6.552533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15279.099918681117, tolerance: 7.553893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18510.28972151329, tolerance: 8.029040000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16855.693787694207, tolerance: 7.1268 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15832.31920272466, tolerance: 6.73044 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13793.810126115844, tolerance: 7.106773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15114.382903901149, tolerance: 7.7418933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15983.363685962802, tolerance: 7.009973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15852.150541257868, tolerance: 6.0814933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15468.368024685442, tolerance: 7.937600000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15893.524010758165, tolerance: 7.320693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17074.78127726204, tolerance: 7.311173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12226.531975337515, tolerance: 5.155733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17887.479946008996, tolerance: 7.395359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16242.784514848914, tolerance: 6.332293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14647.493893277095, tolerance: 6.812893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9826.251173908096, tolerance: 5.101333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16376.041805995239, tolerance: 7.8771733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17372.036388060053, tolerance: 6.840959999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11655.401611948382, tolerance: 5.2014000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9709.477457875582, tolerance: 5.15856 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18172.297931148983, tolerance: 7.374693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15555.437222778768, tolerance: 5.948573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18109.000927966692, tolerance: 7.391573333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18279.78756976063, tolerance: 7.733493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17296.397513232092, tolerance: 7.86504 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10613.960323315885, tolerance: 5.514773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15198.390283740346, tolerance: 6.512693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16597.019089244797, tolerance: 8.114773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16492.157455468892, tolerance: 6.743773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18260.796886390464, tolerance: 7.360493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17533.184708443452, tolerance: 6.742373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17957.468996277225, tolerance: 7.3103733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15207.456501123172, tolerance: 7.2262933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16490.800512289115, tolerance: 6.7354933333333324 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16036.82243760056, tolerance: 6.822493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16520.48462060205, tolerance: 8.052973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11092.972637047453, tolerance: 4.729640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16452.42867472448, tolerance: 6.377040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17238.60902469075, tolerance: 6.877733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12715.399751834884, tolerance: 5.76456 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16436.030367007857, tolerance: 6.862573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15773.88927594548, tolerance: 6.097933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17162.762842378743, tolerance: 6.931493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15924.001571258948, tolerance: 7.966493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17283.481634194963, tolerance: 6.946773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11168.006001882932, tolerance: 5.3289333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16349.41545911583, tolerance: 7.690693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17278.232388490367, tolerance: 7.76304 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16319.39577218823, tolerance: 6.481133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18011.547719681348, tolerance: 7.177960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17929.937427351815, tolerance: 7.159893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10651.895877754705, tolerance: 4.36896 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18069.048637855583, tolerance: 7.387893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13115.057505298193, tolerance: 5.52864 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17652.607255248215, tolerance: 7.2405333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18526.978370488403, tolerance: 7.961640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12363.603027646543, tolerance: 5.2058 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16423.687885189294, tolerance: 6.774240000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12838.49510517274, tolerance: 5.293693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15978.266508390003, tolerance: 7.59216 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16733.6986624653, tolerance: 6.5856933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17323.919843732718, tolerance: 7.398373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12714.989610997767, tolerance: 5.8801733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16898.16116742096, tolerance: 6.905573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15885.871719492177, tolerance: 6.961093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15127.849158445348, tolerance: 7.32344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16855.69378769421, tolerance: 7.1268 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18099.310872542235, tolerance: 7.48616 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.169281952705205, tolerance: 4.40076 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.13063690130366, tolerance: 5.15264 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.774491382890119, tolerance: 5.851893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20073.738162840986, tolerance: 7.711093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19729.914327259874, tolerance: 8.23404 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13916.852677578305, tolerance: 5.079093333333333 model = cd_fast.enet_coordinate_descent(
2
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20792.681877704246, tolerance: 7.679039999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19962.6366340115, tolerance: 7.343173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19964.922803026708, tolerance: 7.033693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18706.75530805692, tolerance: 7.494000000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18541.001637241214, tolerance: 6.91824 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17874.562956728867, tolerance: 7.53984 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19780.70260027639, tolerance: 7.631093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18413.76081415879, tolerance: 6.822493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19406.939282610663, tolerance: 7.1290933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18176.489651556338, tolerance: 6.388560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18723.487856813696, tolerance: 7.875573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19247.941094955786, tolerance: 6.655493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11705.19963879638, tolerance: 5.058493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20230.206559922455, tolerance: 7.038773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18108.20047435945, tolerance: 7.541173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20835.714123041966, tolerance: 7.606400000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19834.548384271526, tolerance: 7.477560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18483.84542899324, tolerance: 7.017173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18048.196957619806, tolerance: 7.0734 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18145.02146048758, tolerance: 8.356893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15213.107536325871, tolerance: 5.6676 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14803.909749882634, tolerance: 5.896693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19712.69578304724, tolerance: 6.8222933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20252.15364847286, tolerance: 7.637760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19928.29510966509, tolerance: 7.38256 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18371.469692404848, tolerance: 7.164360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21339.808859788434, tolerance: 7.901973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11929.150248380789, tolerance: 4.386359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17437.80476546242, tolerance: 6.814093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19226.25480208256, tolerance: 6.7762 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19752.31718811323, tolerance: 7.476559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10397.576199109364, tolerance: 4.577773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17415.778913285056, tolerance: 6.946693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18846.296522944875, tolerance: 6.882960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11900.833158864529, tolerance: 5.437493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18205.179717665327, tolerance: 6.345773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19015.202077360475, tolerance: 7.681973333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20620.61835973401, tolerance: 8.009493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20141.97754443661, tolerance: 7.045773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17190.049304264903, tolerance: 6.849573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17975.59352797494, tolerance: 7.3511733333333344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14616.19308761826, tolerance: 5.293693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20571.447418370895, tolerance: 7.445240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18498.462500890433, tolerance: 6.841493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18586.65291485414, tolerance: 7.177573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18376.954965928173, tolerance: 6.645293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18422.687495698025, tolerance: 7.094160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19520.37095194128, tolerance: 6.689133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17896.984668102115, tolerance: 7.445493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18860.098994794887, tolerance: 6.857773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18437.900029065593, tolerance: 7.3434 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16641.743265945694, tolerance: 6.356160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19917.410533916394, tolerance: 7.5162933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18691.98965962916, tolerance: 6.596573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20904.97534552146, tolerance: 7.694573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19278.51605861372, tolerance: 6.693440000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21054.52361780703, tolerance: 7.732773333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19121.849279864582, tolerance: 6.91604 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19410.02946249025, tolerance: 8.071093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18292.43741014508, tolerance: 7.091040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20085.11536844556, tolerance: 7.662373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12918.46096612387, tolerance: 5.062773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21597.530587696434, tolerance: 8.268933333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19159.971821684216, tolerance: 7.228373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13054.13337233798, tolerance: 4.855693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13382.513928379309, tolerance: 4.925760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14456.580437921257, tolerance: 5.738933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20252.667238706876, tolerance: 7.9092 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18144.770289285774, tolerance: 7.942293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20593.98816233808, tolerance: 7.412293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14537.530562164226, tolerance: 5.332693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18413.76081415876, tolerance: 6.822493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18280.915111481794, tolerance: 7.441573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19425.851534780602, tolerance: 7.786533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13054.133372337981, tolerance: 4.855693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20985.50350401456, tolerance: 7.6530933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19070.107589527874, tolerance: 7.52736 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17854.890032785195, tolerance: 7.308973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19466.0567689916, tolerance: 6.736560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19312.79255098124, tolerance: 7.0644 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17854.108278187305, tolerance: 7.201973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19202.041168152624, tolerance: 7.260373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17969.153239065447, tolerance: 7.554773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18308.36705305934, tolerance: 6.406973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17991.629153643997, tolerance: 7.541173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19602.849889586272, tolerance: 7.258773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18508.68672238584, tolerance: 6.770640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20097.755294472525, tolerance: 7.538373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12706.354320891376, tolerance: 6.162293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12625.429120637895, tolerance: 5.681973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14387.135140041752, tolerance: 6.220373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13287.403242202028, tolerance: 4.782840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18603.328351364344, tolerance: 7.080773333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19144.106905958535, tolerance: 7.091693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18928.67878544727, tolerance: 6.7911600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13105.169850050577, tolerance: 6.021173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18477.42092486732, tolerance: 7.3206933333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.099541415856947, tolerance: 4.5654 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.745986318986979, tolerance: 5.726773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.607779308713361, tolerance: 5.411693333333333 model = cd_fast.enet_coordinate_descent(
3
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15778.520448453777, tolerance: 5.245893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21439.382943670596, tolerance: 6.490133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17296.625589708965, tolerance: 5.816933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22980.72037358943, tolerance: 7.535933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22751.911174244597, tolerance: 7.4985599999999994 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20789.80461655886, tolerance: 6.721133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16200.058118929805, tolerance: 5.086773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21658.644279002438, tolerance: 6.872639999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22051.72977543281, tolerance: 6.946933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17107.345476967523, tolerance: 5.70576 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19872.164956629436, tolerance: 6.2511600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15434.516900335602, tolerance: 5.304293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20898.161803049676, tolerance: 6.735093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23021.29008317602, tolerance: 8.278293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21045.792201074106, tolerance: 6.5118 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21504.21277375387, tolerance: 6.647093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22970.37801005028, tolerance: 7.2405333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22321.911083796513, tolerance: 6.866373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22962.30034677139, tolerance: 8.054960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22062.56755001983, tolerance: 7.01384 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21671.422754399522, tolerance: 6.817573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23020.514357331707, tolerance: 7.124533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16241.688399310011, tolerance: 5.070960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23337.812254482153, tolerance: 7.6661600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13005.428227878641, tolerance: 4.2080400000000004 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24542.5426299369, tolerance: 7.91224 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20976.6829225163, tolerance: 7.4976 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22476.86231470378, tolerance: 7.181533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20715.129474390815, tolerance: 6.665893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23727.844590794142, tolerance: 7.939533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19841.96850157124, tolerance: 6.797760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22131.697990277517, tolerance: 7.846933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22983.26424866262, tolerance: 7.526693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23350.03247088436, tolerance: 7.634133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21027.27585669626, tolerance: 6.335693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20640.707382228014, tolerance: 6.578160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23836.992291603587, tolerance: 7.548 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20541.722764522226, tolerance: 6.3512400000000016 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21957.05293669346, tolerance: 7.385173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21580.124780927043, tolerance: 6.760533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23973.38949182512, tolerance: 7.68664 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23263.527886296855, tolerance: 7.550293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21251.842756100406, tolerance: 7.350133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21759.405268419123, tolerance: 6.87996 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18908.96640557522, tolerance: 5.595093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20305.002028945775, tolerance: 6.491293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22704.227486219577, tolerance: 7.395573333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15651.364385032408, tolerance: 5.149733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15753.907193693582, tolerance: 4.923093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23164.277562173906, tolerance: 7.577333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13155.413950634054, tolerance: 4.198973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20239.859358279777, tolerance: 6.8453599999999994 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22051.913642753534, tolerance: 6.847360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19239.841267888936, tolerance: 5.78484 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21071.49729168907, tolerance: 6.496173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22418.704498388193, tolerance: 7.1251733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23866.603363388298, tolerance: 7.623973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21647.298555603877, tolerance: 6.511773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16485.48563289788, tolerance: 5.415173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22769.19548959058, tolerance: 7.072773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22097.88315779836, tolerance: 7.473493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24200.029073671896, tolerance: 8.1656 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23634.083098668296, tolerance: 7.832893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22271.783111218185, tolerance: 7.622373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15581.991297816836, tolerance: 5.06916 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21759.40526841911, tolerance: 6.8799600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20616.728510307217, tolerance: 6.484493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24192.233109921497, tolerance: 7.799573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22888.331106672624, tolerance: 7.345360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22013.24776934139, tolerance: 7.491093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15422.495576795012, tolerance: 5.493493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19983.914279437427, tolerance: 7.023733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21835.29943293822, tolerance: 6.847173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22540.14896127789, tolerance: 7.1942933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23599.05741683962, tolerance: 7.917573333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21402.354870404255, tolerance: 6.700093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21952.749952525795, tolerance: 7.409493333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23682.224425670218, tolerance: 7.509493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22330.00625282548, tolerance: 7.069573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15938.225613247225, tolerance: 5.919093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15191.468749638967, tolerance: 4.917173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23285.611794540535, tolerance: 7.334693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22721.388259944768, tolerance: 6.972693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17314.857249764773, tolerance: 5.531573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19759.474067063482, tolerance: 5.965973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20310.414420019744, tolerance: 6.904173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20468.557835605243, tolerance: 7.230933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22062.9617271171, tolerance: 7.685333333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21062.03357918137, tolerance: 6.356373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20486.849703139913, tolerance: 6.201373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23024.956874116015, tolerance: 7.336533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21015.879549291098, tolerance: 6.726360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22567.835175063352, tolerance: 7.018973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22699.52232359, tolerance: 6.980639999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15691.422884288626, tolerance: 4.987293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17337.279996446436, tolerance: 5.807093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15075.785686438727, tolerance: 4.765293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24870.86780222736, tolerance: 8.11896 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22338.15938495866, tolerance: 7.606573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20006.43816141061, tolerance: 6.267173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.969706062263867, tolerance: 5.343839999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.050556383113872, tolerance: 5.597293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.939837987134524, tolerance: 5.43036 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25934.372618863767, tolerance: 7.111973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22255.322966698244, tolerance: 6.0827599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24080.051840027507, tolerance: 6.69344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23453.678598129263, tolerance: 7.023733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27951.78269477064, tolerance: 8.481373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23610.08467743208, tolerance: 6.441693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21082.474620534573, tolerance: 5.783373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26492.985291471574, tolerance: 7.541973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20233.41336535638, tolerance: 5.805893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27214.005464479535, tolerance: 7.5886000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19091.503554795432, tolerance: 5.400773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25693.29685160486, tolerance: 7.053093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23341.09086056072, tolerance: 6.392893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25666.890047479435, tolerance: 7.3230933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17924.655283213335, tolerance: 4.995133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15130.364624334448, tolerance: 4.318973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15627.761256303522, tolerance: 4.540733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24163.47655599928, tolerance: 6.7437733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25594.221376088473, tolerance: 7.475173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18258.97724886923, tolerance: 5.274773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26579.37530234755, tolerance: 7.3680400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25060.09971061829, tolerance: 7.0410400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25386.69855830953, tolerance: 7.056533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18033.409248515498, tolerance: 5.054693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25594.221376088437, tolerance: 7.475173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23857.964763518758, tolerance: 6.52944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26069.81446745472, tolerance: 7.8267733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26686.200578716962, tolerance: 7.65824 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25357.69115645053, tolerance: 7.144933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12300.2765507776, tolerance: 3.4664933333333336 model = cd_fast.enet_coordinate_descent(
4
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25733.228642060203, tolerance: 7.7126 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23462.28798758294, tolerance: 6.408373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17814.595470440945, tolerance: 5.192133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26011.127635028246, tolerance: 7.407573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18011.3239378089, tolerance: 5.026373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25812.261758231034, tolerance: 7.314773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24238.468336919483, tolerance: 6.8274 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28186.56736410497, tolerance: 8.221093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24326.50715149435, tolerance: 6.741359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26473.79794953871, tolerance: 7.306960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22662.270380553626, tolerance: 6.2454 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27446.08757965924, tolerance: 7.964640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17680.234876573606, tolerance: 4.907133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23759.96044954616, tolerance: 6.8604 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26081.753907645427, tolerance: 7.261493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26045.667638925486, tolerance: 7.493893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24091.4440120512, tolerance: 6.945173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26359.702477659805, tolerance: 8.020693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24406.654632198435, tolerance: 6.7182933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24384.87365775559, tolerance: 6.7766 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27250.271339869178, tolerance: 7.645173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27990.899414006875, tolerance: 8.143893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13483.618130761317, tolerance: 3.85476 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23614.868475016854, tolerance: 6.928160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26807.340063491487, tolerance: 7.486159999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22432.86526551312, tolerance: 6.415773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25740.25323575179, tolerance: 7.649973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25798.17741640225, tolerance: 7.366093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24717.741391894695, tolerance: 6.838839999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26902.945699567405, tolerance: 8.167573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15701.8224797759, tolerance: 4.352573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24600.474751063164, tolerance: 7.027893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25773.520222392744, tolerance: 7.25464 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25871.479998810402, tolerance: 7.216373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23086.449567981035, tolerance: 6.815493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23387.54417785032, tolerance: 6.388533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18562.609757287966, tolerance: 5.291333333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26906.669901672412, tolerance: 7.4884933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26314.315013710977, tolerance: 7.363973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24426.355761318395, tolerance: 6.625893333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25816.734475559315, tolerance: 7.323093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25987.399812393593, tolerance: 7.137573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23209.48287522456, tolerance: 6.7218 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24189.41184231382, tolerance: 7.078560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26357.488311651105, tolerance: 7.49484 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22943.91961839162, tolerance: 6.17964 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14467.847892700598, tolerance: 4.1141733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22815.84719975779, tolerance: 6.282893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26458.519311690652, tolerance: 8.03624 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25295.361045461996, tolerance: 7.161639999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20995.315961346725, tolerance: 5.595093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26851.500783169096, tolerance: 7.5266 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26630.696501216007, tolerance: 7.447333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25583.344940509185, tolerance: 7.00944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25722.702044100028, tolerance: 7.386373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16612.405356674943, tolerance: 4.715773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26295.802976501014, tolerance: 7.690693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16634.57339625459, tolerance: 4.706293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25539.249126202038, tolerance: 7.180160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18113.656983901103, tolerance: 5.2014000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26891.740212958477, tolerance: 7.990373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24011.282577972455, tolerance: 6.747373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24261.171429709946, tolerance: 6.65524 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24345.180961770235, tolerance: 6.792400000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24151.431337159356, tolerance: 6.672573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19499.269698687473, tolerance: 5.721093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26174.456065430437, tolerance: 7.5490400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24600.474751063186, tolerance: 7.027893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26576.982639836067, tolerance: 7.84416 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16987.18940080577, tolerance: 5.189493333333335 model = cd_fast.enet_coordinate_descent(
5
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28447.30616810502, tolerance: 7.426693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31500.92744610179, tolerance: 8.41764 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29237.677854275385, tolerance: 7.443173333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29814.21491044874, tolerance: 7.620933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31230.1440299167, tolerance: 8.028293333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20348.283009779363, tolerance: 5.219973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25907.895810336857, tolerance: 6.441693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30429.79209541444, tolerance: 7.7426933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24857.555810840655, tolerance: 6.067933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27023.895342011798, tolerance: 6.927973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22011.97720793084, tolerance: 5.721093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29949.04216150645, tolerance: 7.53264 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30001.174197938242, tolerance: 7.930133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29539.052833046786, tolerance: 7.429093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22845.894377891098, tolerance: 6.005093333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26834.403677673447, tolerance: 6.700093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30027.508983186108, tolerance: 7.545973333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22935.45867439203, tolerance: 5.962773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27745.622711323904, tolerance: 7.303093333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26939.28851809094, tolerance: 6.774240000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25392.165273709048, tolerance: 6.4327733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30246.62930847219, tolerance: 7.574293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25855.571760881063, tolerance: 6.654133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25987.981244451224, tolerance: 6.441693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28115.746438346534, tolerance: 7.350133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27641.024837141704, tolerance: 7.021533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27264.264885176213, tolerance: 6.875893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27516.283998517785, tolerance: 7.027893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26973.075662047373, tolerance: 6.866693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20447.29643592588, tolerance: 5.349893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27664.982662495488, tolerance: 6.875133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26488.92546832793, tolerance: 6.555933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28749.88436093424, tolerance: 7.1783600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26220.895330232303, tolerance: 6.47516 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20401.901105813264, tolerance: 5.218933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30292.402063183134, tolerance: 7.760373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17497.640632033963, tolerance: 4.502973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19966.166099294, tolerance: 5.096933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28347.66921019934, tolerance: 7.051200000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29573.507238708924, tolerance: 7.889893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31015.79368350242, tolerance: 7.999773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18689.138522620364, tolerance: 4.950573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26828.810394480868, tolerance: 6.858773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25188.340255665447, tolerance: 6.486493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29862.071261309433, tolerance: 7.85144 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30456.5935561027, tolerance: 7.795093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28756.00739199209, tolerance: 7.4969600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25466.568211639522, tolerance: 6.343133333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29563.02554222732, tolerance: 7.5359733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26696.390257847466, tolerance: 6.585773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26458.108715489496, tolerance: 6.721133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31750.880587720443, tolerance: 8.524933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26674.323384480813, tolerance: 6.69344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28060.354443899974, tolerance: 7.208693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29916.717233798234, tolerance: 7.6158399999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29675.33731408353, tolerance: 7.87944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29329.272400992893, tolerance: 7.464373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27981.12754100966, tolerance: 6.9777733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27968.942946845164, tolerance: 7.134093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30295.096425513635, tolerance: 7.868173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31659.92255739007, tolerance: 8.203640000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28888.15559239937, tolerance: 7.300960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28275.650233661217, tolerance: 7.290133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29541.023033427984, tolerance: 7.4298399999999996 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19220.76761510856, tolerance: 4.9424 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28720.65855388163, tolerance: 7.179093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27989.21828131876, tolerance: 6.960133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23531.991617216525, tolerance: 5.78484 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27378.508446681433, tolerance: 6.840960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31101.43238913802, tolerance: 8.281559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30974.901388451664, tolerance: 7.838173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29117.411133082474, tolerance: 7.303093333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28857.577846361964, tolerance: 7.469493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27530.687227357826, tolerance: 6.9181333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28115.514070567446, tolerance: 7.272240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22752.64914593467, tolerance: 5.880173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29060.513318529906, tolerance: 7.2936000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27030.397477929935, tolerance: 6.967173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26470.14920994325, tolerance: 6.9366933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28107.021142779515, tolerance: 7.35936 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30838.71195545801, tolerance: 7.869093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29638.32430223393, tolerance: 7.462293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30225.95979614781, tolerance: 7.881493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27884.027181253852, tolerance: 7.022373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19884.183532203057, tolerance: 5.0342400000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26682.59955617032, tolerance: 6.595440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28024.215087975877, tolerance: 7.0716 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25512.157040470032, tolerance: 6.4327733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25617.64575100393, tolerance: 6.326933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26323.38929192698, tolerance: 6.537693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32152.72663755358, tolerance: 8.567173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30855.44271339842, tolerance: 7.964640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27210.11486997093, tolerance: 6.850733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26641.40093315726, tolerance: 7.023359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31337.754645262838, tolerance: 8.398973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29095.760276654433, tolerance: 7.5418933333333324 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28023.56804964429, tolerance: 7.187493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20120.954208479885, tolerance: 5.424 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27423.243852738105, tolerance: 6.897893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27693.712378436867, tolerance: 7.1761333333333335 model = cd_fast.enet_coordinate_descent(
6
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28916.41176897785, tolerance: 6.716173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27255.962993046116, tolerance: 6.350173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30306.295357290845, tolerance: 7.11504 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33734.78513645267, tolerance: 8.104493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21731.64850745788, tolerance: 5.033639999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31631.640245873357, tolerance: 7.377573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33366.79206041989, tolerance: 7.815373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24565.229966030747, tolerance: 5.938293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31540.469145504947, tolerance: 7.311173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24177.99844805604, tolerance: 5.735733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31241.880484578534, tolerance: 7.215093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25111.18551430615, tolerance: 6.005093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31954.817259820145, tolerance: 7.5693600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29614.587787218166, tolerance: 6.963240000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29062.010840702304, tolerance: 6.8287733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21988.677225621046, tolerance: 5.1400933333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29990.985590732682, tolerance: 6.947893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34124.64346599172, tolerance: 7.992800000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30703.725090185024, tolerance: 7.099733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19060.40674568977, tolerance: 4.437693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21361.09624859786, tolerance: 5.149039999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32220.75889623275, tolerance: 7.5031733333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29269.45518549956, tolerance: 6.929173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30972.205354212878, tolerance: 7.24364 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31663.698166746075, tolerance: 7.344533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17883.686224714518, tolerance: 4.1706 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30933.14732260617, tolerance: 7.218773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31882.76763201653, tolerance: 7.460173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29606.20826081422, tolerance: 6.837893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34666.40731273362, tolerance: 8.138373333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20033.66788171101, tolerance: 4.6938 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32186.935337564413, tolerance: 7.4695599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29832.211744873384, tolerance: 6.8975599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34622.142528887925, tolerance: 8.315173333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31971.93189749249, tolerance: 7.655893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34414.69014961383, tolerance: 8.228933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33176.816564641806, tolerance: 7.728360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29190.526814876546, tolerance: 6.89096 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29401.394826210137, tolerance: 6.8366933333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34200.98652874546, tolerance: 8.094360000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31362.590572232002, tolerance: 7.399039999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31748.858083773903, tolerance: 7.3747733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32039.059962134317, tolerance: 7.5312 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24404.361843853938, tolerance: 5.733973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29210.766487398396, tolerance: 6.931559999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33847.02753205872, tolerance: 8.058773333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30135.439966086455, tolerance: 7.019533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32164.397582496338, tolerance: 7.541973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21895.38456923646, tolerance: 5.11944 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28332.528475593383, tolerance: 6.511773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32120.89869501714, tolerance: 7.472759999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32269.765689413165, tolerance: 7.619893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29713.941151789324, tolerance: 6.9996 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31968.16174660212, tolerance: 7.53744 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31241.88048457849, tolerance: 7.215093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32451.039556331896, tolerance: 7.859093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28898.706276666304, tolerance: 6.735493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32866.5457628766, tolerance: 7.78664 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31987.099977560567, tolerance: 7.549093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33037.41964936158, tolerance: 7.958733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28813.122057897897, tolerance: 6.655240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23645.530412159304, tolerance: 5.688693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23049.643929849786, tolerance: 5.534960000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33716.586500334655, tolerance: 8.035933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31534.277263337863, tolerance: 7.324693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30833.10710347766, tolerance: 7.194773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33199.18538037764, tolerance: 7.913373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33149.196748214796, tolerance: 7.992960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32195.339510309368, tolerance: 7.7384 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26743.04119515527, tolerance: 6.215773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24129.254791106785, tolerance: 5.665440000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32498.697131830068, tolerance: 7.787093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31847.198814016836, tolerance: 7.469173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31887.909061489474, tolerance: 7.3996 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31127.794595534382, tolerance: 7.277093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34436.888763810035, tolerance: 8.144533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27664.0626109897, tolerance: 6.3393733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32070.993239454656, tolerance: 7.666773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32130.6113054949, tolerance: 7.552533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20254.88325400329, tolerance: 4.912893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31858.954752547932, tolerance: 7.413173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20958.18182624821, tolerance: 4.902360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31916.788397125823, tolerance: 7.469173333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29367.63659000233, tolerance: 6.974493333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32672.91800738678, tolerance: 7.764373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29878.378200664938, tolerance: 6.95744 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31995.21523581109, tolerance: 7.4112 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20203.81976297943, tolerance: 4.72964 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32913.78806385097, tolerance: 7.813973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31491.02772964858, tolerance: 7.27816 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21201.9734334736, tolerance: 4.964093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24266.55303695225, tolerance: 5.897760000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30088.379112007682, tolerance: 7.0061599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28586.83637258347, tolerance: 6.681360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30869.267305745994, tolerance: 7.1442000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21293.739737794094, tolerance: 5.12724 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20156.39349762146, tolerance: 4.694973333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30322.651161224057, tolerance: 7.201973333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32087.109312396715, tolerance: 7.46376 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33551.23478662522, tolerance: 7.92416 model = cd_fast.enet_coordinate_descent(
7
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33755.40533631735, tolerance: 7.557493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35280.96805632148, tolerance: 7.942293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24726.501406299085, tolerance: 5.466933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30963.59743214938, tolerance: 6.77184 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32973.298037258646, tolerance: 7.4101333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30851.226304514068, tolerance: 6.822493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30059.009909038337, tolerance: 6.591760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32766.265954267565, tolerance: 7.260693333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30115.449422209338, tolerance: 6.60564 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33477.195797476306, tolerance: 7.3832 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36473.32859717498, tolerance: 8.202893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30732.938258656814, tolerance: 6.710533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31763.9588479244, tolerance: 7.078560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22267.443719294653, tolerance: 4.912973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32695.580601689922, tolerance: 7.245840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21854.985387173365, tolerance: 4.830893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33574.12308567007, tolerance: 7.395359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34627.132930731525, tolerance: 7.675893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28705.31520989494, tolerance: 6.287039999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32172.285364234438, tolerance: 7.089493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31658.78780608361, tolerance: 7.065973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32162.11871045861, tolerance: 7.089240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34591.680772468375, tolerance: 7.697173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32507.919652351888, tolerance: 7.165039999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27840.98030933041, tolerance: 6.134933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27590.17086397639, tolerance: 6.039160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22575.749024112785, tolerance: 4.9690400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35082.66337460133, tolerance: 7.821173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25396.755394034903, tolerance: 5.527933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30895.18109822701, tolerance: 6.782573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18626.200493184184, tolerance: 4.128573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34411.63950245057, tolerance: 7.698493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33727.547412663465, tolerance: 7.4122933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30905.850408753067, tolerance: 6.90384 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32215.865730659996, tolerance: 7.134093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27529.334690539155, tolerance: 5.985600000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33685.31934131562, tolerance: 7.412933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36764.64707027295, tolerance: 8.278933333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22185.210159555238, tolerance: 4.8996 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35307.56811838486, tolerance: 7.917973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28109.258128975573, tolerance: 6.150573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35280.017973031434, tolerance: 7.799573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23662.14439753218, tolerance: 5.216293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34099.4973028945, tolerance: 7.5965733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22820.594823311865, tolerance: 5.04924 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27028.310292768023, tolerance: 5.924973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30091.06533668394, tolerance: 6.605773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33789.634456622465, tolerance: 7.441973333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32398.969171086068, tolerance: 7.253333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35283.30543545402, tolerance: 7.832893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29264.966752580054, tolerance: 6.408373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34162.399457104584, tolerance: 7.586373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32981.644686897904, tolerance: 7.280973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33246.163658574456, tolerance: 7.483733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29117.77548107598, tolerance: 6.392893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33874.64599599016, tolerance: 7.462293333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24489.345237980597, tolerance: 5.411693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33504.53765880234, tolerance: 7.422373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33085.85553539797, tolerance: 7.2675333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25966.13039382914, tolerance: 5.818293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29260.483069542835, tolerance: 6.419493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31954.209223258724, tolerance: 7.045040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28380.005426992095, tolerance: 6.321293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25092.70565373317, tolerance: 5.5851733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29017.99483540136, tolerance: 6.381293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32153.797157811754, tolerance: 7.174773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30479.13878201163, tolerance: 6.716173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19323.515799194316, tolerance: 4.247293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34877.391041616545, tolerance: 7.803840000000003 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34683.60315314973, tolerance: 7.686093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22492.504438884105, tolerance: 4.956 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33744.7222707517, tolerance: 7.489173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29658.337887710903, tolerance: 6.47516 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30689.978561367257, tolerance: 6.7105333333333315 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35346.923805972154, tolerance: 7.946773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28273.028892998907, tolerance: 6.192360000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35116.40936722925, tolerance: 7.753560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26560.7781810637, tolerance: 5.948160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32065.415881309702, tolerance: 7.021533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32873.84465175028, tolerance: 7.25464 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35120.22278865213, tolerance: 7.785733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34369.45463256815, tolerance: 7.60464 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22197.64920298984, tolerance: 4.8848400000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32711.606258886055, tolerance: 7.242693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32162.11871045861, tolerance: 7.089240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29078.756600823377, tolerance: 6.4184 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32761.369849973846, tolerance: 7.210693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32427.145723652517, tolerance: 7.148133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30373.199107771015, tolerance: 6.682133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31056.865145023945, tolerance: 6.847893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33467.57097144151, tolerance: 7.407573333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29466.69645173832, tolerance: 6.456640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30541.094147414828, tolerance: 6.710093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33647.375286270675, tolerance: 7.451173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34256.72167905528, tolerance: 7.577333333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34203.01017589007, tolerance: 7.622960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27682.73661889113, tolerance: 6.0518 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34046.77631443182, tolerance: 7.655359999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33352.583727197096, tolerance: 7.456373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21134.276540099956, tolerance: 4.66704 model = cd_fast.enet_coordinate_descent(
8
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32433.12214560334, tolerance: 6.927973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35359.01784613806, tolerance: 7.54904 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27217.15087615744, tolerance: 5.805893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35184.579374777844, tolerance: 7.56384 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31740.823531731417, tolerance: 6.797759999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36102.53930253485, tolerance: 7.67904 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39380.47751920309, tolerance: 8.496560000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25194.424050553596, tolerance: 5.437493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31609.58770308105, tolerance: 6.699760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34540.80768803824, tolerance: 7.424960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26738.715959253394, tolerance: 5.7 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25193.34231883418, tolerance: 5.357893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22581.729386000436, tolerance: 4.831293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30249.98024391243, tolerance: 6.3986 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33955.08660826913, tolerance: 7.195733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37488.87506465085, tolerance: 8.035933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33882.00595948318, tolerance: 7.18596 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35884.89418140105, tolerance: 7.670293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24921.325611805692, tolerance: 5.293693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32470.25199393615, tolerance: 6.877733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30545.35924948514, tolerance: 6.4962 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23315.220662687618, tolerance: 4.9640933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32639.94102778457, tolerance: 6.962173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38235.20672805561, tolerance: 8.211 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39235.37731755647, tolerance: 8.438533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30425.119311963517, tolerance: 6.460040000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35221.3151838452, tolerance: 7.553893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32932.687281486214, tolerance: 6.9866 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32860.158434807214, tolerance: 6.995439999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35291.55819887845, tolerance: 7.543573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38483.48920807784, tolerance: 8.279493333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22847.209158973255, tolerance: 4.875133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25211.406866230605, tolerance: 5.364733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35462.64144468504, tolerance: 7.565173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36946.4371511579, tolerance: 7.888693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35205.66367965352, tolerance: 7.527359999999998 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37537.13083947052, tolerance: 7.992800000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23474.942370068627, tolerance: 5.002173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31811.550221861682, tolerance: 6.7692000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37972.43259854116, tolerance: 8.15576 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34269.64363046959, tolerance: 7.350133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35129.50378641026, tolerance: 7.469093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24973.848659892166, tolerance: 5.308133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25662.987102425308, tolerance: 5.514773333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34693.45647938134, tolerance: 7.375093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29604.10156401277, tolerance: 6.269173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27552.403462032184, tolerance: 5.896693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30776.231857028528, tolerance: 6.518173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30102.43650124645, tolerance: 6.389573333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24413.000441244447, tolerance: 5.283893333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32265.015189504884, tolerance: 6.890960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33297.94207724161, tolerance: 7.053093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36801.64923094797, tolerance: 7.834373333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35135.06412021168, tolerance: 7.541173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35450.88647189757, tolerance: 7.5325333333333315 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31687.131720463352, tolerance: 6.735493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38343.19849691013, tolerance: 8.202693333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35255.08864058069, tolerance: 7.510133333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33115.77339190174, tolerance: 7.0383733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35838.494003229454, tolerance: 7.661973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35253.80708221318, tolerance: 7.4796933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34799.386103633326, tolerance: 7.389893333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23750.51351808179, tolerance: 5.045093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36716.0990575866, tolerance: 7.828160000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33435.89359655748, tolerance: 7.082159999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37433.63325526387, tolerance: 8.031893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32822.39626107242, tolerance: 6.9632000000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32364.908977978113, tolerance: 6.8766933333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36701.97030793269, tolerance: 7.861093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37377.520076060195, tolerance: 7.96164 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34621.10418674623, tolerance: 7.351973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31782.69875374435, tolerance: 6.7531733333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36375.42937389835, tolerance: 7.732773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36025.83649806469, tolerance: 7.686693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33943.760939776286, tolerance: 7.195200000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35566.9408346244, tolerance: 7.581733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24729.07587045583, tolerance: 5.274773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31391.73931565604, tolerance: 6.651693333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24699.429036818572, tolerance: 5.27016 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29699.139293289812, tolerance: 6.265493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36919.56128941351, tolerance: 7.849093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33426.1582234106, tolerance: 7.079573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33706.094657040325, tolerance: 7.172093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21337.330978745085, tolerance: 4.544333333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36557.993857370304, tolerance: 7.82576 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23995.632219812887, tolerance: 5.11664 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25732.852673219582, tolerance: 5.492373333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25815.74730232294, tolerance: 5.5006400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31210.88856358428, tolerance: 6.650373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35376.07818569424, tolerance: 7.545093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33505.46708718235, tolerance: 7.129093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33301.8770990564, tolerance: 7.0716 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31612.029931222205, tolerance: 6.7161733333333355 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26095.884809273204, tolerance: 5.558293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35034.194549628286, tolerance: 7.489800000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34180.00888938686, tolerance: 7.3234400000000015 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36075.36096794035, tolerance: 7.688973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24604.557899297553, tolerance: 5.247973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20603.670088393388, tolerance: 4.400760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31967.3404276489, tolerance: 6.79116 model = cd_fast.enet_coordinate_descent(
9
/usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28020.962000511172, tolerance: 5.839573333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25460.273362121643, tolerance: 5.2599333333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36505.32872432367, tolerance: 7.590973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35433.63715115551, tolerance: 7.344533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34829.33796956871, tolerance: 7.224933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22234.275404535918, tolerance: 4.63116 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22963.154523972502, tolerance: 4.765293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35019.37958895671, tolerance: 7.261493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27204.43317141533, tolerance: 5.662933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33260.977627308464, tolerance: 6.902693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34209.38091615998, tolerance: 7.085573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30567.784966028084, tolerance: 6.332293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33929.69947448012, tolerance: 7.026773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33454.235564244365, tolerance: 6.941533333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22917.94316583094, tolerance: 4.7540933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35191.55659776499, tolerance: 7.325893333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36387.79852742503, tolerance: 7.584533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26479.077443643197, tolerance: 5.534960000000002 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37392.76994585393, tolerance: 7.803840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22385.759419515394, tolerance: 4.683773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34625.90759880753, tolerance: 7.1911733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32446.07675557719, tolerance: 6.720693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26244.6635840966, tolerance: 5.450893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33956.974654730824, tolerance: 7.078133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39568.99941254476, tolerance: 8.249640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31596.559727165044, tolerance: 6.5368933333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36347.18316609632, tolerance: 7.575893333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32853.43795557226, tolerance: 6.818639999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33995.535106735515, tolerance: 7.057093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28844.566591513252, tolerance: 6.0162933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30409.821616996014, tolerance: 6.3077733333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35457.458411641135, tolerance: 7.384293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37036.79422114578, tolerance: 7.706960000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36826.77425913851, tolerance: 7.662373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26437.22145743102, tolerance: 5.46336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37977.59596671389, tolerance: 7.908 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33546.887819473806, tolerance: 6.964533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30612.68292590304, tolerance: 6.335693333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21553.660842324356, tolerance: 4.475773333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28134.121079967492, tolerance: 5.857093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35882.08115300394, tolerance: 7.445240000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21563.244937241532, tolerance: 4.476373333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28364.072691576475, tolerance: 5.938293333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37463.39611706251, tolerance: 7.843093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36195.245759086385, tolerance: 7.510639999999999 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36305.75210927589, tolerance: 7.546693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36817.04799298228, tolerance: 7.685333333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30311.948185510795, tolerance: 6.275733333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23399.136025375705, tolerance: 4.8594 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31535.34497309883, tolerance: 6.565493333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28788.487515700228, tolerance: 6.004933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26550.321529325316, tolerance: 5.512933333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36764.90721114472, tolerance: 7.6495733333333344 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26031.044276819564, tolerance: 5.415173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30218.38931248275, tolerance: 6.267173333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27950.061834070253, tolerance: 5.784840000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38850.235545162235, tolerance: 8.089573333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37456.741721389335, tolerance: 7.819093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36784.35130470834, tolerance: 7.649573333333331 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34613.1800739571, tolerance: 7.181093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34643.81699590469, tolerance: 7.179093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27412.44974127325, tolerance: 5.732640000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25018.097151151585, tolerance: 5.19804 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35178.8529553214, tolerance: 7.314773333333336 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37698.463475350894, tolerance: 7.834373333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35378.86991155668, tolerance: 7.35816 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33754.39130095516, tolerance: 7.0061599999999995 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36365.93983196337, tolerance: 7.582293333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30585.768780520422, tolerance: 6.350173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35635.22230460084, tolerance: 7.391573333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40070.53042519379, tolerance: 8.361093333333335 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26444.629951316292, tolerance: 5.52816 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29519.21792701153, tolerance: 6.117533333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34918.17232212389, tolerance: 7.257973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37247.057875958984, tolerance: 7.738773333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35740.06132899232, tolerance: 7.410133333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39235.51407395672, tolerance: 8.190560000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33159.82611511721, tolerance: 6.8831733333333345 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19770.311284011008, tolerance: 4.114173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33386.07714416616, tolerance: 6.916693333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32450.53447426356, tolerance: 6.733760000000001 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22905.380393934214, tolerance: 4.7514 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36305.6478664205, tolerance: 7.5693600000000005 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34428.10558777057, tolerance: 7.181093333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34635.085018320635, tolerance: 7.194293333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32456.13868677599, tolerance: 6.741493333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23838.17100546733, tolerance: 4.953173333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33824.68039905719, tolerance: 7.025093333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32954.55457974184, tolerance: 6.82824 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39244.69049018587, tolerance: 8.192533333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33655.73007798436, tolerance: 7.007733333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33207.77970031654, tolerance: 6.8917600000000006 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34314.69439831466, tolerance: 7.1222933333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37850.633808220366, tolerance: 7.869093333333332 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36487.18964181771, tolerance: 7.6065733333333325 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32646.151180524324, tolerance: 6.77424 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35649.84879313486, tolerance: 7.410973333333334 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36853.448227375186, tolerance: 7.66616 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23216.800317210054, tolerance: 4.822133333333333 model = cd_fast.enet_coordinate_descent( /usr/local/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30434.174777715383, tolerance: 6.32136 model = cd_fast.enet_coordinate_descent(
fig = plot_gridsearch(gridsearch_veryhighcorr)
fig.savefig(OUTPUT_DIR + "manual_gridsearch_veryhighcorr.pdf")
yvar
'cycles_to_70_pct'
def print_model(model, yvar, **kwargs):
print(model)
print("Label: ", yvar)
for f in very_high_corr_form_features:
out = train_and_test_model(df, f, yvar, to_plot=0, model=LinearRegression(), num_experiments=1000,
**kwargs)
print(f"{f:<50}{out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
out = train_and_test_model(df, f, yvar, to_plot=0, model=DummyRegressor(), num_experiments=1000,
**kwargs)
print(f"{'Dummy regressor (predict mean)':<40}{out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
out = train_and_test_model(df, very_high_corr_form_features, yvar, to_plot=0, model=model, num_experiments=1000,
**kwargs)
print(f"{'very high corr':<40}{out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
out = train_and_test_model(df, high_corr_form_features, yvar, to_plot=0, model=model, num_experiments=1000,
**kwargs)
print(f"{'high corr':<40}{out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
out = train_and_test_model(df, form_features, yvar, to_plot=0, model=model, num_experiments=1000,
**kwargs)
print(f"{'all':<40}{out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
# out = train_and_test_model(df, very_high_corr_form_features, yvar, to_plot=0, model=Lasso(5), num_experiments=1000)
# print(f"{'Lasso(5), very high corr':<50}{out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
print_model(ElasticNet(alpha=50, l1_ratio=0.3), yvar70)
ElasticNet(alpha=50, l1_ratio=0.3) Label: cycles_to_70_pct form_first_discharge_capacity_below_3p2v_ah 7.77 (2.55 std) form_last_charge_voltage_after_1s 7.56 (2.50 std) form_last_charge_voltage_after_60s 7.72 (2.55 std) form_first_discharge_capacity_ah 7.59 (2.48 std) form_first_cycle_efficiency 7.37 (2.45 std) form_c20_charge_right_peak_v_per_ah 8.48 (2.62 std) Dummy regressor (predict mean) 14.68 (4.10 std) very high corr 13.31 (3.93 std) high corr 12.21 (3.78 std) all 11.93 (3.62 std)
print_model(Ridge(10), yvar50)
Ridge(alpha=10) Label: cycles_to_50_pct form_first_discharge_capacity_below_3p2v_ah 7.27 (2.47 std) form_last_charge_voltage_after_1s 7.09 (2.36 std) form_last_charge_voltage_after_60s 7.05 (2.31 std) form_first_discharge_capacity_ah 7.25 (2.45 std) form_first_cycle_efficiency 7.18 (2.35 std) form_c20_charge_right_peak_v_per_ah 8.17 (2.17 std) Dummy regressor (predict mean) 12.81 (3.17 std) very high corr 7.33 (2.23 std) high corr 7.73 (2.47 std) all 9.04 (2.66 std)
for yvar in [yvar50, yvar60, yvar70, yvar80]:
print_model(Ridge(10), yvar, log=False)
Ridge(alpha=10) Label: cycles_to_50_pct form_first_discharge_capacity_below_3p2v_ah 7.31 (2.51 std) form_last_charge_voltage_after_1s 7.21 (2.41 std) form_last_charge_voltage_after_60s 7.05 (2.32 std) form_first_discharge_capacity_ah 6.98 (2.34 std) form_first_cycle_efficiency 7.03 (2.32 std) form_c20_charge_right_peak_v_per_ah 8.12 (2.24 std) Dummy regressor (predict mean) 12.68 (3.15 std) very high corr 7.40 (2.27 std) high corr 7.60 (2.42 std) all 9.04 (2.67 std) Ridge(alpha=10) Label: cycles_to_60_pct form_first_discharge_capacity_below_3p2v_ah 7.60 (2.66 std) form_last_charge_voltage_after_1s 7.33 (2.52 std) form_last_charge_voltage_after_60s 7.51 (2.63 std) form_first_discharge_capacity_ah 7.23 (2.54 std) form_first_cycle_efficiency 7.41 (2.50 std) form_c20_charge_right_peak_v_per_ah 8.23 (2.32 std) Dummy regressor (predict mean) 13.04 (3.51 std) very high corr 7.66 (2.35 std) high corr 7.98 (2.43 std) all 9.21 (2.71 std) Ridge(alpha=10) Label: cycles_to_70_pct form_first_discharge_capacity_below_3p2v_ah 7.70 (2.51 std) form_last_charge_voltage_after_1s 7.44 (2.44 std) form_last_charge_voltage_after_60s 7.83 (2.75 std) form_first_discharge_capacity_ah 7.56 (2.48 std) form_first_cycle_efficiency 7.43 (2.51 std) form_c20_charge_right_peak_v_per_ah 8.42 (2.71 std) Dummy regressor (predict mean) 14.16 (4.04 std) very high corr 7.65 (2.38 std) high corr 8.61 (2.59 std) all 9.23 (2.88 std) Ridge(alpha=10) Label: cycles_to_80_pct form_first_discharge_capacity_below_3p2v_ah 5.54 (2.33 std) form_last_charge_voltage_after_1s 5.46 (2.32 std) form_last_charge_voltage_after_60s 5.67 (2.23 std) form_first_discharge_capacity_ah 5.39 (2.23 std) form_first_cycle_efficiency 5.51 (2.24 std) form_c20_charge_right_peak_v_per_ah 6.04 (2.11 std) Dummy regressor (predict mean) 10.25 (2.79 std) very high corr 5.56 (2.13 std) high corr 6.09 (2.22 std) all 6.96 (2.36 std)
for yvar in [yvar50, yvar60, yvar70, yvar80]:
print_model(Ridge(10), yvar, log=True)
Ridge(alpha=10) Label: cycles_to_50_pct form_first_discharge_capacity_below_3p2v_ah 7.08 (2.49 std) form_last_charge_voltage_after_1s 7.18 (2.44 std) form_last_charge_voltage_after_60s 6.90 (2.34 std) form_first_discharge_capacity_ah 7.13 (2.35 std) form_first_cycle_efficiency 7.12 (2.40 std) form_c20_charge_right_peak_v_per_ah 7.92 (2.19 std) Dummy regressor (predict mean) 12.64 (3.08 std) very high corr 7.08 (2.23 std) high corr 7.47 (2.47 std) all 8.62 (2.59 std) Ridge(alpha=10) Label: cycles_to_60_pct form_first_discharge_capacity_below_3p2v_ah 7.39 (2.46 std) form_last_charge_voltage_after_1s 7.31 (2.60 std) form_last_charge_voltage_after_60s 7.24 (2.48 std) form_first_discharge_capacity_ah 7.22 (2.53 std) form_first_cycle_efficiency 7.30 (2.55 std) form_c20_charge_right_peak_v_per_ah 8.27 (2.33 std) Dummy regressor (predict mean) 12.88 (3.28 std) very high corr 7.49 (2.48 std) high corr 7.84 (2.41 std) all 8.83 (2.73 std) Ridge(alpha=10) Label: cycles_to_70_pct form_first_discharge_capacity_below_3p2v_ah 7.53 (2.53 std) form_last_charge_voltage_after_1s 7.31 (2.55 std) form_last_charge_voltage_after_60s 7.43 (2.54 std) form_first_discharge_capacity_ah 7.34 (2.54 std) form_first_cycle_efficiency 7.27 (2.52 std) form_c20_charge_right_peak_v_per_ah 8.32 (2.65 std) Dummy regressor (predict mean) 14.23 (3.55 std) very high corr 7.52 (2.52 std) high corr 8.22 (2.54 std) all 8.90 (2.95 std) Ridge(alpha=10) Label: cycles_to_80_pct form_first_discharge_capacity_below_3p2v_ah 5.36 (2.28 std) form_last_charge_voltage_after_1s 5.40 (2.32 std) form_last_charge_voltage_after_60s 5.62 (2.22 std) form_first_discharge_capacity_ah 5.41 (2.30 std) form_first_cycle_efficiency 5.34 (2.28 std) form_c20_charge_right_peak_v_per_ah 5.91 (2.04 std) Dummy regressor (predict mean) 10.30 (2.69 std) very high corr 5.41 (2.23 std) high corr 5.83 (2.26 std) all 6.65 (2.51 std)
for yvar in [yvar50, yvar60, yvar70, yvar80]:
print_model(Ridge(10), yvar, square=True)
Ridge(alpha=10) Label: cycles_to_50_pct form_first_discharge_capacity_below_3p2v_ah 7.47 (2.64 std) form_last_charge_voltage_after_1s 7.38 (2.35 std) form_last_charge_voltage_after_60s 7.26 (2.24 std) form_first_discharge_capacity_ah 7.23 (2.43 std) form_first_cycle_efficiency 7.12 (2.43 std) form_c20_charge_right_peak_v_per_ah 8.07 (2.33 std) Dummy regressor (predict mean) 13.05 (3.21 std) very high corr 7.63 (2.34 std) high corr 7.82 (2.51 std) all 9.71 (2.82 std) Ridge(alpha=10) Label: cycles_to_60_pct form_first_discharge_capacity_below_3p2v_ah 7.59 (2.72 std) form_last_charge_voltage_after_1s 7.60 (2.63 std) form_last_charge_voltage_after_60s 7.67 (2.66 std) form_first_discharge_capacity_ah 7.36 (2.48 std) form_first_cycle_efficiency 7.41 (2.49 std) form_c20_charge_right_peak_v_per_ah 8.23 (2.51 std) Dummy regressor (predict mean) 13.02 (3.57 std) very high corr 7.56 (2.44 std) high corr 8.15 (2.54 std) all 9.81 (3.06 std) Ridge(alpha=10) Label: cycles_to_70_pct form_first_discharge_capacity_below_3p2v_ah 8.22 (2.59 std) form_last_charge_voltage_after_1s 7.68 (2.48 std) form_last_charge_voltage_after_60s 8.13 (2.72 std) form_first_discharge_capacity_ah 7.45 (2.36 std) form_first_cycle_efficiency 7.52 (2.45 std) form_c20_charge_right_peak_v_per_ah 8.39 (2.71 std) Dummy regressor (predict mean) 14.48 (4.17 std) very high corr 7.97 (2.47 std) high corr 8.48 (2.61 std) all 9.82 (3.03 std) Ridge(alpha=10) Label: cycles_to_80_pct form_first_discharge_capacity_below_3p2v_ah 5.72 (2.37 std) form_last_charge_voltage_after_1s 5.35 (2.24 std) form_last_charge_voltage_after_60s 5.87 (2.27 std) form_first_discharge_capacity_ah 5.44 (2.30 std) form_first_cycle_efficiency 5.59 (2.24 std) form_c20_charge_right_peak_v_per_ah 6.19 (2.09 std) Dummy regressor (predict mean) 10.20 (2.86 std) very high corr 5.66 (2.15 std) high corr 6.22 (2.13 std) all 7.57 (2.55 std)
for yvar in [yvar50, yvar60, yvar70, yvar80]:
print_model(Ridge(10), yvar, sqrt=True)
Ridge(alpha=10) Label: cycles_to_50_pct form_first_discharge_capacity_below_3p2v_ah 7.18 (2.50 std) form_last_charge_voltage_after_1s 7.06 (2.36 std) form_last_charge_voltage_after_60s 7.06 (2.26 std) form_first_discharge_capacity_ah 7.00 (2.34 std) form_first_cycle_efficiency 7.03 (2.37 std) form_c20_charge_right_peak_v_per_ah 8.12 (2.28 std) Dummy regressor (predict mean) 12.88 (3.12 std) very high corr 7.39 (2.24 std) high corr 7.51 (2.41 std) all 8.71 (2.52 std) Ridge(alpha=10) Label: cycles_to_60_pct form_first_discharge_capacity_below_3p2v_ah 7.49 (2.67 std) form_last_charge_voltage_after_1s 7.35 (2.50 std) form_last_charge_voltage_after_60s 7.43 (2.58 std) form_first_discharge_capacity_ah 7.14 (2.55 std) form_first_cycle_efficiency 7.36 (2.48 std) form_c20_charge_right_peak_v_per_ah 8.11 (2.34 std) Dummy regressor (predict mean) 12.78 (3.37 std) very high corr 7.50 (2.44 std) high corr 7.96 (2.49 std) all 9.01 (2.70 std) Ridge(alpha=10) Label: cycles_to_70_pct form_first_discharge_capacity_below_3p2v_ah 7.67 (2.53 std) form_last_charge_voltage_after_1s 7.57 (2.54 std) form_last_charge_voltage_after_60s 7.43 (2.64 std) form_first_discharge_capacity_ah 7.49 (2.49 std) form_first_cycle_efficiency 7.33 (2.51 std) form_c20_charge_right_peak_v_per_ah 8.26 (2.52 std) Dummy regressor (predict mean) 14.02 (3.95 std) very high corr 7.62 (2.52 std) high corr 8.17 (2.52 std) all 8.98 (3.00 std) Ridge(alpha=10) Label: cycles_to_80_pct form_first_discharge_capacity_below_3p2v_ah 5.43 (2.28 std) form_last_charge_voltage_after_1s 5.41 (2.24 std) form_last_charge_voltage_after_60s 5.61 (2.30 std) form_first_discharge_capacity_ah 5.41 (2.25 std) form_first_cycle_efficiency 5.21 (2.26 std) form_c20_charge_right_peak_v_per_ah 5.92 (2.06 std) Dummy regressor (predict mean) 10.07 (2.73 std) very high corr 5.44 (2.18 std) high corr 6.05 (2.23 std) all 6.57 (2.38 std)
df_form.corr()["form_first_discharge_capacity_ah"].sort_values()
form_last_charge_voltage_after_60s -0.980428 form_6hr_rest_delta_voltage_v_0_to_3_hr -0.916951 form_6hr_rest_delta_voltage_v_0_to_2_hr -0.915978 form_6hr_rest_delta_voltage_v_0_to_4_hr -0.913766 form_6hr_rest_delta_voltage_v_0_to_1_hr -0.904858 form_6hr_rest_delta_voltage_v_0_to_5_hr -0.903710 form_c20_charge_right_peak_v_per_ah -0.898403 form_6hr_rest_delta_voltage_v_0_to_6_hr -0.893952 form_6hr_rest_delta_voltage_v -0.890137 cycles_to_70_pct -0.822596 form_6hr_rest_delta_voltage_v_1_to_6_hr -0.789071 cycles_to_80_pct -0.788770 cycles_to_60_pct -0.785245 cycles_to_50_pct -0.782680 form_6hr_rest_delta_voltage_v_2_to_6_hr -0.692257 form_6hr_rest_delta_voltage_v_3_to_6_hr -0.634634 form_6hr_rest_delta_voltage_v_4_to_6_hr -0.598132 form_6hr_rest_delta_voltage_v_5_to_6_hr -0.544879 form_first_cv_hold_capacity_ah -0.448434 form_qc_minus_qd_ah -0.423027 form_total_lithium_consumed -0.423027 form_first_charge_capacity_ah -0.336465 form_coulombic_efficiency 0.433555 form_final_discharge_capacity_ah 0.470577 form_6hr_rest_mv_per_day_steady 0.555446 form_c20_charge_qpp_ah 0.751696 form_6hr_rest_mv_per_sec_initial 0.871221 form_6hr_rest_voltage_v 0.890137 form_last_charge_voltage_after_10s 0.937693 form_first_discharge_capacity_below_3p2v_ah 0.994841 form_last_charge_voltage_after_1s 0.998766 form_first_cycle_efficiency 0.999884 form_first_discharge_capacity_ah 1.000000 Name: form_first_discharge_capacity_ah, dtype: float64
from sklearn.decomposition import PCA
pca = PCA()
pca.fit(df_form[form_features])
cumsum = np.cumsum(pca.explained_variance_ratio_)
fig, ax = plt.subplots()
ax.plot(range(1,len(cumsum)+1),cumsum)
ax.set_xlabel("Number of PCA components")
ax.set_ylabel("Explained variance")
fig.savefig(OUTPUT_DIR + "pca.pdf")
log = False
to_plot = False
yvar = yvar70
model = LinearRegression()
xvars = very_high_corr_form_features
# xvars = ["form_first_discharge_capacity_ah"]
# Fraction of samples reserved for model testing
# e.g. 0.2 means 20% of samples reserved. In the
# context of cross-validation, this would be
# equivalent to a 5-fold cross-validation. The
# cross-validation we end up doing is not exactly
# 5-fold cross-validation since we introduce random
# sampling and many many repeats
TEST_SIZE = 0.2
# Number of trials
num_experiments = 1000
# Unpack and filter data
# Create a temporary df to filter NaNs only from the columns we use
xyvars = xvars + [yvar]
df_nonans = df[xyvars].dropna()
if log is True:
df_nonans = df_nonans.apply(lambda x: np.log(abs(x)))
X = df_nonans[xvars].values
pca = PCA(n_components=0.95)
# print(X)
X = pca.fit_transform(X)
# print(X)
# print(pca.explained_variance_ratio_)
y = df_nonans[yvar].values
percent_error_list = []
r2_score_list = []
rmse_list = []
baseline_rmse_list = []
intercept_list = []
coef_list = []
corr_list = []
has_plotted = 0
for idx in range(num_experiments):
X_train, X_test, y_train, y_test = train_test_split(X, y,
test_size=TEST_SIZE)
# apply standard scaler (fit only on train, transform both train and test)
# keep originals for pltos
X_train_original = X_train
X_test_original = X_test
scaler = StandardScaler()
X_train = scaler.fit_transform(X_train)
X_test = scaler.transform(X_test)
(model, corr) = build_model(X_train, y_train, model)
y_pred = model.predict(X_test)
y_train_mean = np.mean(y_train)
r2_score = model.score(X_test, y_test)
if log is True:
y_train = np.exp(y_train)
y_pred = np.exp(y_pred)
y_test = np.exp(y_test)
y_train_mean = np.exp(y_train_mean)
rmse = np.sqrt(np.mean((y_pred - y_test)**2))
percent_error = np.mean(np.abs(y_pred - y_test)/y_test) * 100
baseline_rmse = np.sqrt(np.mean((y_train_mean - y_test)**2))
rmse_list.append(rmse)
percent_error_list.append(percent_error)
r2_score_list.append(r2_score)
baseline_rmse_list.append(baseline_rmse)
# intercept_list.append(model.intercept_)
# coef_list.append(model.coef_)
corr_list.append(corr)
# Give a visual into the cross-validation process
if to_plot and not has_plotted and X.shape[1] == 1:# and baseline_rmse < rmse:
# print(r2_score, rmse, baseline_rmse)
has_plotted = 1
x_fit = np.linspace(np.min(X), np.max(X), 100)
x_fit_trans = scaler.transform(x_fit.reshape(-1,1))
y_fit = model.predict(x_fit_trans)
if log is True:
y_fit = np.exp(y_fit)
plt.plot(x_fit, y_fit, color=(0.3, 0.3, 0.3))
plt.plot(X_train_original, y_train, 'o', color='k')
plt.plot(X_test_original, y_test, 's', color='r')
for (this_x, this_y, this_ypred) in zip(X_test_original, y_test, y_pred):
plt.plot([this_x, this_x],
[this_y, this_ypred],
label='', color=(0.3, 0.3, 0.3))
plt.xlabel('x')
plt.ylabel('y')
plt.legend(['Model', 'Train', 'Test'])
plt.show()
# Package the output
final_model = model
# Column mean and column std of a list of tuples
# final_model.coef_ = np.array(list(map(np.mean, zip(*coef_list))))
# final_model.intercept_ = np.mean(intercept_list)
final_rmse = np.mean(rmse_list)
final_rmse_std = np.std(rmse_list)
final_baseline_rmse = np.mean(baseline_rmse_list)
final_baseline_rmse_std = np.std(baseline_rmse_list)
# Column mean and column std of a list of tuples
final_corr = tuple(map(np.mean, zip(*corr_list)))
final_corr_std = tuple(map(np.std, zip(*corr_list)))
final_percent_error = np.mean(percent_error_list)
final_percent_error_std = np.std(percent_error_list)
# print(len(r2_score_list), sum(np.array(r2_score_list)>0))
final_r2_score = np.mean(r2_score_list)
final_r2_score_std = np.std(r2_score_list)
model_output_dict = dict()
model_output_dict['model'] = final_model
model_output_dict['rmse'] = final_rmse
model_output_dict['rmse_std'] = final_rmse_std
model_output_dict['baseline_rmse'] = final_baseline_rmse
model_output_dict['baseline_rmse_std'] = final_baseline_rmse_std
model_output_dict['corr'] = final_corr
model_output_dict['corr_std'] = final_corr_std
model_output_dict['percent_error'] = final_percent_error
model_output_dict['percent_error_std'] = final_percent_error_std
model_output_dict['r2_score'] = final_r2_score
model_output_dict['r2_score_std'] = final_r2_score_std
model_output_dict['r2_score_manual'] = 1 - final_rmse ** 2 / final_baseline_rmse ** 2
model_output_dict['features'] = tuple(xvars)
model_output_dict["percent_error"]
7.393294604338723
ridge = gridsearch["Ridge"]
alpha_ridge = ridge[0][np.argmin(ridge[1])]
model = Ridge(alpha_ridge)
out = train_and_test_model(df, form_features, yvar, to_plot=0, model=model)
coefs = pd.DataFrame(
model.coef_,
columns=['Coefficients'], index=out["features"]
)
coefs.plot(kind="barh",figsize=(20,10))
plt.axvline(x=0, color='.5')
<matplotlib.lines.Line2D at 0x1400cfe80>
ridge = gridsearch["Ridge"]
alpha_ridge = ridge[0][np.argmin(ridge[1])]
model = Ridge(10)
out = train_and_test_model(df, form_features, yvar, to_plot=0, model=model)
coefs = pd.DataFrame(
model.coef_ * df[form_features].std(axis=0),
columns=['Coefficients'], index=out["features"]
)
coefs.plot(kind="barh",figsize=(20,10))
plt.axvline(x=0, color='.5')
plt.savefig(OUTPUT_DIR + "model_coeffs.png")
feat = ["form_first_discharge_capacity_ah", "form_first_cycle_efficiency"]#, "form_6hr_rest_mv_per_day_steady"]
out = train_and_test_model(df, feat, yvar70, to_plot=0, model=Ridge(10), num_experiments=1000, log=True)
print(f"{out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
7.77 (2.46 std)
out = train_and_test_model(df, ["form_first_discharge_capacity_ah", "form_first_cycle_efficiency", "form_6hr_rest_mv_per_day_steady"],
yvar70, to_plot=0, model=ElasticNet(alpha=0.01,l1_ratio=0.3), num_experiments=1000,
log=True)
print(f"{f:<50}{out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
form_total_lithium_consumed 7.82 (2.89 std)
c3_select = lambda x: ((x.endswith("_c3") or x.startswith("esoh_c3_") or x.startswith("rpt_c3_"))
and not any(s in x for s in ["LLI", "LAM", "Qcomp", "C20_loss"]))
c3_features = list(filter(c3_select, df.columns))
label_select = lambda x: x.startswith("cycles_to_")
labels = list(filter(label_select, df.columns))
df_c3 = df[c3_features + labels]
df_c3.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 19 entries, 0 to 38 Data columns (total 54 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 retention_at_c3 19 non-null float64 1 dcr_10s_0_soc_at_c3 19 non-null float64 2 dcr_3s_0_soc_at_c3 19 non-null float64 3 dcr_1s_0_soc_at_c3 19 non-null float64 4 dcr_10s_5_soc_at_c3 19 non-null float64 5 dcr_3s_5_soc_at_c3 19 non-null float64 6 dcr_1s_5_soc_at_c3 19 non-null float64 7 dcr_10s_7_soc_at_c3 19 non-null float64 8 dcr_3s_7_soc_at_c3 19 non-null float64 9 dcr_1s_7_soc_at_c3 19 non-null float64 10 dcr_10s_10_soc_at_c3 19 non-null float64 11 dcr_3s_10_soc_at_c3 19 non-null float64 12 dcr_1s_10_soc_at_c3 19 non-null float64 13 dcr_10s_15_soc_at_c3 19 non-null float64 14 dcr_3s_15_soc_at_c3 19 non-null float64 15 dcr_1s_15_soc_at_c3 19 non-null float64 16 dcr_10s_20_soc_at_c3 19 non-null float64 17 dcr_3s_20_soc_at_c3 19 non-null float64 18 dcr_1s_20_soc_at_c3 19 non-null float64 19 dcr_10s_30_soc_at_c3 19 non-null float64 20 dcr_3s_30_soc_at_c3 19 non-null float64 21 dcr_1s_30_soc_at_c3 19 non-null float64 22 dcr_10s_50_soc_at_c3 19 non-null float64 23 dcr_3s_50_soc_at_c3 19 non-null float64 24 dcr_1s_50_soc_at_c3 19 non-null float64 25 dcr_10s_70_soc_at_c3 19 non-null float64 26 dcr_3s_70_soc_at_c3 19 non-null float64 27 dcr_1s_70_soc_at_c3 19 non-null float64 28 dcr_10s_90_soc_at_c3 19 non-null float64 29 dcr_3s_90_soc_at_c3 19 non-null float64 30 dcr_1s_90_soc_at_c3 19 non-null float64 31 dcr_10s_100_soc_at_c3 19 non-null float64 32 dcr_3s_100_soc_at_c3 19 non-null float64 33 dcr_1s_100_soc_at_c3 19 non-null float64 34 rpt_c3_delta_v 19 non-null float64 35 esoh_c3_y100 19 non-null float64 36 esoh_c3_Cp 19 non-null float64 37 esoh_c3_x100 19 non-null float64 38 esoh_c3_Cn 19 non-null float64 39 esoh_c3_x0 19 non-null float64 40 esoh_c3_y0 19 non-null float64 41 esoh_c3_Qfull 19 non-null float64 42 esoh_c3_pos_excess 19 non-null float64 43 esoh_c3_neg_excess 19 non-null float64 44 esoh_c3_RMSE_mV 19 non-null float64 45 esoh_c3_np_ratio 19 non-null float64 46 esoh_c3_n_li 19 non-null float64 47 esoh_c3_Cn_pf 19 non-null float64 48 esoh_c3_x100_pf 19 non-null float64 49 esoh_c3_CnCp 19 non-null float64 50 cycles_to_50_pct 19 non-null int64 51 cycles_to_60_pct 19 non-null int64 52 cycles_to_70_pct 19 non-null int64 53 cycles_to_80_pct 19 non-null int64 dtypes: float64(50), int64(4) memory usage: 8.2 KB
df_c3.corr()[yvar50].sort_values(ascending=False)
cycles_to_50_pct 1.000000
cycles_to_60_pct 0.995579
cycles_to_70_pct 0.976940
cycles_to_80_pct 0.971337
esoh_c3_x100 0.812759
...
dcr_10s_5_soc_at_c3 -0.792791
esoh_c3_neg_excess -0.829288
esoh_c3_Cn -0.831686
esoh_c3_np_ratio -0.845652
esoh_c3_CnCp -0.845652
Name: cycles_to_50_pct, Length: 54, dtype: float64
for a in np.logspace(-2,2):
out = train_and_test_model(df, ["esoh_c3_np_ratio"],#,"form_first_discharge_capacity_ah"],
yvar, to_plot=0, model=Ridge(a), num_experiments=1000, log=True)
print(f"{a:<50}{out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
0.01 8.04 (1.81 std) 0.012067926406393288 7.89 (1.91 std) 0.014563484775012436 8.01 (1.87 std) 0.017575106248547922 8.01 (1.86 std) 0.021209508879201904 8.05 (1.85 std) 0.025595479226995357 8.07 (1.86 std) 0.030888435964774818 7.96 (1.83 std) 0.0372759372031494 8.04 (1.80 std) 0.04498432668969444 7.97 (1.86 std) 0.054286754393238594 7.96 (1.81 std) 0.0655128556859551 7.95 (1.91 std) 0.07906043210907697 8.03 (1.87 std) 0.09540954763499938 7.86 (1.89 std) 0.1151395399326447 8.04 (1.93 std) 0.13894954943731375 8.08 (1.90 std) 0.16768329368110074 8.08 (1.91 std) 0.20235896477251566 7.96 (1.83 std) 0.2442053094548651 7.94 (1.83 std) 0.29470517025518095 7.96 (1.85 std) 0.35564803062231287 8.05 (1.84 std) 0.42919342601287763 8.03 (1.88 std) 0.517947467923121 7.93 (1.89 std) 0.6250551925273969 8.02 (1.86 std) 0.7543120063354615 7.96 (1.91 std) 0.9102981779915218 7.94 (1.96 std) 1.0985411419875584 7.92 (1.92 std) 1.325711365590108 7.92 (1.89 std) 1.5998587196060574 7.89 (2.03 std) 1.9306977288832496 7.81 (2.02 std) 2.329951810515372 7.83 (2.05 std) 2.811768697974228 7.99 (2.14 std) 3.3932217718953264 7.82 (2.25 std) 4.094915062380423 8.15 (2.22 std) 4.941713361323833 7.85 (2.44 std) 5.963623316594643 8.02 (2.46 std) 7.196856730011514 8.29 (2.56 std) 8.68511373751352 8.27 (2.71 std) 10.481131341546853 8.52 (2.86 std) 12.648552168552959 8.84 (2.96 std) 15.264179671752318 9.18 (3.10 std) 18.420699693267146 9.35 (3.23 std) 22.229964825261934 9.79 (3.19 std) 26.826957952797247 10.19 (3.30 std) 32.374575428176435 10.65 (3.35 std) 39.06939937054613 11.20 (3.39 std) 47.1486636345739 11.47 (3.56 std) 56.89866029018293 11.74 (3.56 std) 68.66488450042998 12.10 (3.49 std) 82.86427728546842 12.44 (3.49 std) 100.0 12.60 (3.61 std)
PCA
pca = PCA()
pca.fit(df[form_features + c3_features])
cumsum = np.cumsum(pca.explained_variance_ratio_)
print(cumsum[:3])
# fig, ax = plt.subplots()
# ax.plot(range(1,len(cumsum)+1),cumsum)
# ax.set_xlabel("Number of PCA components")
# ax.set_ylabel("Explained variance")
# fig.savefig(OUTPUT_DIR + "pca_with_c3.pdf")
[0.8425293 0.99323683 0.99993482]
So now we have two interesting directions
log = False
to_plot = False
yvar = yvar70
model = LinearRegression()
xvars = form_features + c3_features
# xvars = ["form_first_discharge_capacity_ah"]
# Fraction of samples reserved for model testing
# e.g. 0.2 means 20% of samples reserved. In the
# context of cross-validation, this would be
# equivalent to a 5-fold cross-validation. The
# cross-validation we end up doing is not exactly
# 5-fold cross-validation since we introduce random
# sampling and many many repeats
TEST_SIZE = 0.2
# Number of trials
num_experiments = 1000
# Unpack and filter data
# Create a temporary df to filter NaNs only from the columns we use
xyvars = xvars + [yvar]
df_nonans = df[xyvars].dropna()
if log is True:
df_nonans = df_nonans.apply(lambda x: np.log(abs(x)))
X = df_nonans[xvars].values
pca = PCA(n_components=0.95)
# print(X)
X = pca.fit_transform(X)
# print(X)
# print(pca.explained_variance_ratio_)
y = df_nonans[yvar].values
percent_error_list = []
r2_score_list = []
rmse_list = []
baseline_rmse_list = []
intercept_list = []
coef_list = []
corr_list = []
has_plotted = 0
for idx in range(num_experiments):
X_train, X_test, y_train, y_test = train_test_split(X, y,
test_size=TEST_SIZE)
# apply standard scaler (fit only on train, transform both train and test)
# keep originals for pltos
X_train_original = X_train
X_test_original = X_test
scaler = StandardScaler()
X_train = scaler.fit_transform(X_train)
X_test = scaler.transform(X_test)
(model, corr) = build_model(X_train, y_train, model)
y_pred = model.predict(X_test)
y_train_mean = np.mean(y_train)
r2_score = model.score(X_test, y_test)
if log is True:
y_train = np.exp(y_train)
y_pred = np.exp(y_pred)
y_test = np.exp(y_test)
y_train_mean = np.exp(y_train_mean)
rmse = np.sqrt(np.mean((y_pred - y_test)**2))
percent_error = np.mean(np.abs(y_pred - y_test)/y_test) * 100
baseline_rmse = np.sqrt(np.mean((y_train_mean - y_test)**2))
rmse_list.append(rmse)
percent_error_list.append(percent_error)
r2_score_list.append(r2_score)
baseline_rmse_list.append(baseline_rmse)
# intercept_list.append(model.intercept_)
# coef_list.append(model.coef_)
corr_list.append(corr)
# Give a visual into the cross-validation process
if to_plot and not has_plotted and X.shape[1] == 1:# and baseline_rmse < rmse:
# print(r2_score, rmse, baseline_rmse)
has_plotted = 1
x_fit = np.linspace(np.min(X), np.max(X), 100)
x_fit_trans = scaler.transform(x_fit.reshape(-1,1))
y_fit = model.predict(x_fit_trans)
if log is True:
y_fit = np.exp(y_fit)
plt.plot(x_fit, y_fit, color=(0.3, 0.3, 0.3))
plt.plot(X_train_original, y_train, 'o', color='k')
plt.plot(X_test_original, y_test, 's', color='r')
for (this_x, this_y, this_ypred) in zip(X_test_original, y_test, y_pred):
plt.plot([this_x, this_x],
[this_y, this_ypred],
label='', color=(0.3, 0.3, 0.3))
plt.xlabel('x')
plt.ylabel('y')
plt.legend(['Model', 'Train', 'Test'])
plt.show()
# Package the output
final_model = model
# Column mean and column std of a list of tuples
# final_model.coef_ = np.array(list(map(np.mean, zip(*coef_list))))
# final_model.intercept_ = np.mean(intercept_list)
final_rmse = np.mean(rmse_list)
final_rmse_std = np.std(rmse_list)
final_baseline_rmse = np.mean(baseline_rmse_list)
final_baseline_rmse_std = np.std(baseline_rmse_list)
# Column mean and column std of a list of tuples
final_corr = tuple(map(np.mean, zip(*corr_list)))
final_corr_std = tuple(map(np.std, zip(*corr_list)))
final_percent_error = np.mean(percent_error_list)
final_percent_error_std = np.std(percent_error_list)
# print(len(r2_score_list), sum(np.array(r2_score_list)>0))
final_r2_score = np.mean(r2_score_list)
final_r2_score_std = np.std(r2_score_list)
model_output_dict = dict()
model_output_dict['model'] = final_model
model_output_dict['rmse'] = final_rmse
model_output_dict['rmse_std'] = final_rmse_std
model_output_dict['baseline_rmse'] = final_baseline_rmse
model_output_dict['baseline_rmse_std'] = final_baseline_rmse_std
model_output_dict['corr'] = final_corr
model_output_dict['corr_std'] = final_corr_std
model_output_dict['percent_error'] = final_percent_error
model_output_dict['percent_error_std'] = final_percent_error_std
model_output_dict['r2_score'] = final_r2_score
model_output_dict['r2_score_std'] = final_r2_score_std
model_output_dict['r2_score_manual'] = 1 - final_rmse ** 2 / final_baseline_rmse ** 2
model_output_dict['features'] = tuple(xvars)
model_output_dict["percent_error"]
12.349550884421433
features = [
"var_q_1c_c100_c10_ah",
"form_total_lithium_consumed",
"form_final_discharge_capacity_ah",
"form_coulombic_efficiency",
"dcr_10s_5_soc_at_c3",
]
for df_, temp in [(df_hot,"hot"), (df_room,"room")]:
pca = PCA()
pca.fit(df_[features[1:]])
cumsum = np.cumsum(pca.explained_variance_ratio_)
fig, ax = plt.subplots()
ax.plot(range(1,len(cumsum)+1),cumsum)
ax.set_xlabel("Number of PCA components")
ax.set_ylabel("Explained variance")
fig.savefig(OUTPUT_DIR + f"pca_paper_features_{temp}.pdf")
for df_, temp in [(df_hot,"hot"), (df_room,"room")]:
print(temp)
out = train_and_test_model(df_, features[0], yvar70, to_plot=0, model=DummyRegressor(), num_experiments=1000)
print(f"{'Dummy regressor (predict mean)':<50}"
+f"train: {out['percent_error_train']:.2f} ({out['percent_error_train_std']:.2f} std)"
+f"\t\ttest: {out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
for f in features:
out = train_and_test_model(df_, f, yvar70, to_plot=0, model=LinearRegression(), num_experiments=1000)
print(f"{f:<50}"
+f"train: {out['percent_error_train']:.2f} ({out['percent_error_train_std']:.2f} std)"
+f"\t\ttest: {out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
f = "form features"
out = train_and_test_model(df_, features[1:-1], yvar70, to_plot=0, model=Ridge(5), num_experiments=1000)
print(f"{f:<50}"
+f"train: {out['percent_error_train']:.2f} ({out['percent_error_train_std']:.2f} std)"
+f"\t\ttest: {out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
f = "form features + R10s"
out = train_and_test_model(df_, features[1:], yvar70, to_plot=0, model=Ridge(5), num_experiments=1000)
print(f"{f:<50}"
+f"train: {out['percent_error_train']:.2f} ({out['percent_error_train_std']:.2f} std)"
+f"\t\ttest: {out['percent_error']:.2f} ({out['percent_error_std']:.2f} std)")
hot Dummy regressor (predict mean) train: 14.05 (0.88 std) test: 14.98 (3.49 std) var_q_1c_c100_c10_ah train: 10.05 (1.14 std) test: 11.54 (4.14 std) form_total_lithium_consumed train: 14.00 (0.97 std) test: 15.91 (3.72 std) form_final_discharge_capacity_ah train: 13.08 (0.90 std) test: 14.65 (3.64 std) form_coulombic_efficiency train: 13.97 (0.97 std) test: 15.95 (3.67 std) dcr_10s_5_soc_at_c3 train: 6.37 (0.66 std) test: 7.46 (2.64 std) form features train: 12.88 (0.96 std) test: 14.81 (4.11 std) form features + R10s train: 6.81 (0.50 std) test: 8.35 (2.26 std) room Dummy regressor (predict mean) train: 13.28 (0.94 std) test: 14.43 (3.85 std) var_q_1c_c100_c10_ah train: 10.91 (1.44 std) test: 13.26 (4.44 std) form_total_lithium_consumed train: 11.95 (1.15 std) test: 13.28 (3.85 std) form_final_discharge_capacity_ah train: 11.70 (1.18 std) test: 13.08 (4.21 std) form_coulombic_efficiency train: 11.88 (1.19 std) test: 13.25 (3.97 std) dcr_10s_5_soc_at_c3 train: 6.77 (0.57 std) test: 7.87 (2.40 std) form features train: 11.47 (1.22 std) test: 13.64 (4.32 std) form features + R10s train: 6.94 (0.51 std) test: 8.65 (2.70 std)